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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: "''They never even cover the …" 5 comments
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.33675182
Insult0.19734058
Profanity0.2564132
Threat0.035113025
Severe Toxicity0.02416241
Moderate 0.45751464 Low Con 0.235
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
9:00 -they never even cover the window. They walk naked. So it’s kind of embarrassing. Dude is walking on the road Half naked himself and complains about people being naked inside their room. 😂
9:00 -they never even cover the window. They walk naked. So it’s kind of embarrassing. Dude is walking on the road Half naked himself and complains about people being naked inside their room. 😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.019173764
Insult0.1669316
Profanity0.19278693
Threat0.013269233
Severe Toxicity0.015415368
Moderate 0.37751234 Moderate Con 0.384
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
''They never even cover the window , They walk naked and its kind of embarrasing '' Says the Naked guy on the street
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Discourse → Video sentiment →
Identity Attack0.050443888
Insult0.17858955
Profanity0.22213541
Threat0.011922873
Severe Toxicity0.016964722
Moderate 0.3389984 Moderate Con 0.323 Humor_Satire
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
He never even covered the towtruck wars going on in brampton
He never even covered the towtruck wars going on in brampton
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0038292783
Insult0.01617693
Profanity0.013985921
Threat0.007637825
Severe Toxicity0.0011539459
Low Tox 0.039935954 Low Con 0.194 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...

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.