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: "Shame on the USA!" 4 comments
shameful what the politicians have done to Canada and USA and Europe. If white people are so racist, why do they all come to white countries.
shameful what the politicians have done to Canada and USA and Europe. If white people are so racist, why do they all come to white countries.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.38852
Profanity0.06395709
Threat0.008893564
Severe Toxicity0.021031776
Moderate 0.47886392 Low Con 0.3 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
So Canada is now xenophobic the same behavior Canada tried to shame USA for.
So Canada is now xenophobic the same behavior Canada tried to shame USA for.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.12589514
Insult0.19333039
Profanity0.00018518037
Threat0.0005656384
Severe Toxicity0.000008562654
Moderate 0.39452636
Apr 14, 2025
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs to vastly increase its population. If not then it is likely you will become a State to the USA which would be a shame
Canada needs to vastly increase its population. If not then it is likely you will become a State to the USA which would be a shame
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0013547267
Insult0.009531953
Profanity0.00020936003
Threat0.00010846465
Severe Toxicity0.0000027912808
Low Tox 0.020921616
Apr 14, 2025 1 likes

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.