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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

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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: "Why does democrats call it's …" 3 comments
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Identity Attack0.37292135
Insult0.24424846
Profanity0.057944927
Threat0.011094344
Severe Toxicity0.012054443
Moderate 0.33504707 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As an emmigrant who came to this country 15 years ago, I am astonished by the lack of knowledge this country has. This reason stands in empty education ( in an irony of life, the …
As an emmigrant who came to this country 15 years ago, I am astonished by the lack of knowledge this country has. This reason stands in empty education ( in an irony of life, the canadians call it one of the best on the word), and the belief Canada is a democracy. It is typically a fascist country that makes spurious elections because it is truly run by an establishment hidden as a secret society and in the surface is run as a mafia by small groups of interest ( corporations, professional order, injustice system, and emty shell politicians). The others ( the canadian people) they enjoy democracy 😂, high quality of life( really, just make a visit to a poor european country as Portugal, Greece ). The same goes for education, just oven degrees hot and not edible. Now Canadians learned that immigrant are taking their land and opportunities. You're lied, put under pot, and cheated by your democratic representatives. Try to fight, you'll be in a gulag (minus 15 Celsius only for some day) until the nobel prize candidates of uot and mcgill will put you democratically under tanax.
Identity Attack0.1808059
Insult0.24928534
Profanity0.029186781
Threat0.0072882893
Severe Toxicity0.0064468384
Low Tox 0.28548008 Moderate Con 0.49
Jun 18, 2025 How Canada broke its immigration …

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.