Skip to content
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: "Why would u work with …" 3 comments
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen …
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen x and 90% of boomers are liberal. they're importing these people at such a rapid rate and they all out breed whites. there's no chance the country will ever vote in a politician that will fix this... and what would that even look like? capture and deport every immigrant (and their anchor babies) from the last 10-15 years? its just not feasible... my advice to fellow Canadians; get out while u can its going to get unimaginably worse in the next ten years
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2877625
Insult0.16861114
Profanity0.041912504
Threat0.014048163
Severe Toxicity0.010986328
Low Tox 0.295883 Constructive 0.557
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india …
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india or canada ? where would they live and help make better . so let me ask u what is ur problem with immegration when ur the country that benefiting from it ? when u are having new jobs , a better demographics etc etc from this deal why hate them ? also no u cant just issue political assylum in canada . u need a student visa u have to work for it as well
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10757765
Insult0.0670459
Profanity0.024951037
Threat0.0077025536
Severe Toxicity0.0043296814
Low Tox 0.1693855 Constructive 0.685 Economic_Argument
Oct 7, 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.