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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
Active: "The beginning of the end …" 3 comments
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say i Quote: We dont believe in the Devil only in jesus christ...This is a miss understanding and frankly an insult. So here you go.....Info for you! ...............Canadians celebrate Halloween due to its roots in the ancient Celtic festival of Samhain, which was brought to Canada by Irish and Scottish immigrants in the 19th century. While the original celebrations focused on appeasing spirits and marking the end of the harvest, modern Canadians celebrate for fun and community, participating in activities like trick-or-treating, costume parties, and decorating homes with jack-o'-lanterns. Historical Origins Celtic Festival: Halloween's origins lie in the ancient Celtic festival of Samhain (pronounced "sah-win"), which marked the end of summer and the harvest season and the beginning of the dark, cold winter months. Blurred Boundaries: Celts believed that on the night of October 31st, the boundary between the world of the living and the world of the dead blurred, allowing spirits to roam the earth. Pagan Practices: To ward off evil spirits and to celebrate the harvest, people would dress in costumes, light bonfires, and prepare food offerings. All Hallows' Eve: Over time, the tradition merged with Christianity. All Saints' Day was established on November 1st, and the night before became known as All Hallows' Eve, a contraction of which led to the word "Halloween". Arrival in Canada Immigrant Traditions: The customs of Halloween were brought to North America, including Canada, by large numbers of Irish and Scottish immigrants in the mid-1800s. Cultural Adaptation: Over generations, these traditions evolved into the modern holiday we see today, incorporating new elements and becoming a popular cultural event. Modern Celebrations Fun and Community: Today, Canadians celebrate Halloween for the fun and mystery it offers, fostering a sense of community and togetherness. Popular Activities: Common activities include dressing in costumes, carving pumpkins to create jack-o'-lanterns, decorating homes, attending parties, and the popular tradition of trick-or-treating. Cultural Experience: For newcomers, Halloween in Canada is an exciting opportunity to experience Canadian culture and connect with neighbors. This helps out Canadian businesses as well. So next time someone asks you at least you will know to not use the Devil reason! We are not Mexico! Go look up their calibrations! Quite insulting Canada and learn our Celebrations if you chose to come here! Than You for your time!
Identity Attack0.28034934
Insult0.16124763
Profanity0.07191269
Threat0.008194493
Severe Toxicity0.010757446
Low Tox 0.2854903 Constructive 0.743
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
Identity Attack0.01465176
Insult0.010666896
Profanity0.011406898
Threat0.0067963502
Severe Toxicity0.0009441376
Low Tox 0.029445656 Moderate Con 0.48
Dec 24, 2018 63 likes How much do refugees and …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So …
I have an issue to pick with the framing of policy change as “changing the rule in the middle of the match” because “the match” has a clear time stamp for beginning and end. So when would it be appropriate for the government to make changes? A soccer game last for about 90 minutes, how long should an immigration pathway last?
Identity Attack0.0071035884
Insult0.008823884
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.00071525574
Low Tox 0.01859777 Moderate Con 0.472 Policy_Critique
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …

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.