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: "It’s not just Brampton, it’s …" 1,012 comments · Page 41 of 41
Driving in downtown Toronto is 10x safer than driving in Brampton.
Driving in downtown Toronto is 10x safer than driving in Brampton.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.007341875
Profanity0.009126768
Threat0.0065180166
Severe Toxicity0.00062942505
Low Tox 0.009613037 Low Con 0.266 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Lived in Brampton for years. Lovely place to live back in the 1990s.
Lived in Brampton for years. Lovely place to live back in the 1990s.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003348306
Insult0.0072468747
Profanity0.010979908
Threat0.0068287146
Severe Toxicity0.0007534027
Low Tox 0.009424546 Constructive 0.571 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.007170874
Profanity0.011184863
Threat0.0067898775
Severe Toxicity0.00061035156
Low Tox 0.009361716 Constructive 0.602 Personal_Narrative
Dec 3, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Question the Brampton mayor about road construction. Why it's taking years to complete once it starts?
Question the Brampton mayor about road construction. Why it's taking years to complete once it starts?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0015816584
Insult0.0075698765
Profanity0.009246326
Threat0.0061296434
Severe Toxicity0.00051498413
Low Tox 0.009047564 Low Con 0.296
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
brampton has highest auto insurance in canada
brampton has highest auto insurance in canada
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0031633168
Insult0.007009373
Profanity0.010518758
Threat0.0063432488
Severe Toxicity0.0006914139
Low Tox 0.008544922 Low Con 0.197
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton Jattan da e dear soniye
Brampton Jattan da e dear soniye
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002034882
Insult0.0118069025
Profanity0.014088398
Threat0.0061878995
Severe Toxicity0.0007677078
Low Tox 0.008010864 Moderate Con 0.428
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
I moved to Brampton in 1974 with my family from Montreal. Population was 40k. I moved an hour east in 2005 where I see the same thing happening. Might need to move again.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024233595
Insult0.0065818704
Profanity0.009784333
Threat0.0065956907
Severe Toxicity0.0006008148
Low Tox 0.0079480335 Constructive 0.642
Oct 22, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
What was economy of Brampton in 2001 and now in 2025. And compare and check it with other similar cities around it.
What was economy of Brampton in 2001 and now in 2025. And compare and check it with other similar cities around it.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0013596712
Insult0.0064203693
Profanity0.009374423
Threat0.006058442
Severe Toxicity0.00039100647
Low Tox 0.0062202006 Low Con 0.291 Question
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Few years ago, Brampton overtook Mississauga in terms of population growth, also highest auto insurance rates in the country, my uncle pays 5k a year for Lexus insurance
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.001933138
Insult0.0062778685
Profanity0.009681856
Threat0.0060649146
Severe Toxicity0.00045776367
Low Tox 0.0060317097 Constructive 0.567 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I live about an hour away from there. You pass by Highway 410 (the highway to Brampton) on the way to Toronto Pearson International Airport.
I live about an hour away from there. You pass by Highway 410 (the highway to Brampton) on the way to Toronto Pearson International Airport.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0016186562
Insult0.0058836164
Profanity0.009254865
Threat0.006420923
Severe Toxicity0.0005340576
Low Tox 0.005089255 Constructive 0.6 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Metropolis (Brampton)
Indian ~2.6 million ~7.1% Brampton, Surrey, Toronto, Calgary
Indian ~2.6 million ~7.1% Brampton, Surrey, Toronto, Calgary
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.005807616
Profanity0.009622077
Threat0.006039023
Severe Toxicity0.00044345856
Low Tox 0.004900764 Moderate Con 0.315 Comparative_Framing
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Kalastanians taking over brampton not good
Kalastanians taking over brampton not good
· 46: Cluster #45
Close reading → Video sentiment →
Identity Attack0.0006482784
Insult0.0008883723
Profanity0.000052050007
Threat0.00014911151
Severe Toxicity0.0000026622831
Low Tox 0.003620304
Apr 14, 2025 18 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.