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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "I can completely understand Canada …" 4 comments
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Inside Canada's Indian Metropolis (Brampton) · 58: Cluster #57
Close reading → Video sentiment →
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
50000!! a year, people with one child get 1000 a month, and do they get Child tax? I just dont understand how Canada/ America can just keep bringing allowing so many people can keep coming?? …
50000!! a year, people with one child get 1000 a month, and do they get Child tax? I just dont understand how Canada/ America can just keep bringing allowing so many people can keep coming?? Or wont we just be a place just like the places they are trying to leave?? Also a payment to set up your house??? LOL. I knew a single Mom who left an abusive relationship.. ( born in Canada) and you know what the government in BC gave her to help her set up her house?!! A used bed!!!Thats all,, oh and a crisis grant for $40! If she needed more than the 1000$ pre month! This is a complete joke! We need to look after Canadians first, or we wont have healthcare and become a 3rd world country too!!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.06340405
Insult0.097093195
Profanity0.043165036
Threat0.00899713
Severe Toxicity0.0073623657
Low Tox 0.20705862 Constructive 0.657
Feb 9, 2019 How much do refugees and …
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Completed test today. 18/20. This video was a great help. This video + basic understanding of Canada's geography + voting + politics -> I am sure anyonre can PASS easily with 15+/20
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0040512653
Insult0.007797878
Profanity0.010604155
Threat0.00636914
Severe Toxicity0.00074386597
Low Tox 0.012126249 Constructive 0.623
Oct 17, 2025 1 likes Canadian Citizenship Test 2025 – …

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.