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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: "Bhagavata Purana 🚩(Skandha 10, Rasa …" 1 comment
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing …
Bhagavata Purana 🚩(Skandha 10, Rasa Lila with the Gopis) Vishnu in his avatar as Krishna (considered an incarnation of Vishnu) plays the Rasa Lila with married women (the gopis). The text explicitly describes him drawing them away from their husbands at night, embracing, kissing, and engaging in erotic play. Traditional devotees interpret this spiritually, but on the literal level, it is sexual seduction of married women by a god. Harivamsa Purana (Appendix to Mahabharata, Vishnu Parva, Chapter 31–34) Krishna (Vishnu avatar) is described as bathing with the gopis. He steals their clothes and forces them to stand naked in the water until they come out to him. This episode is often taught as a “test of devotion,” but in plain reading, it depicts public humiliation and sexual coercion.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16587129
Insult0.08508729
Profanity0.1854088
Threat0.022163315
Severe Toxicity0.020902663
Moderate 0.3047732 Moderate Con 0.454 Advertisement_Spam
Oct 1, 2025 IRCC Names India in Study …

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.