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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: "This is terrible, we must …" 5 comments
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Eww must be a terrible smell
Eww must be a terrible smell
Inside Canada's Indian Invasion... · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.029402243
Insult0.27558193
Profanity0.2424468
Threat0.009281937
Severe Toxicity0.020127986
Moderate 0.39669925 Moderate Con 0.379 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38826546
Insult0.17610447
Profanity0.052934792
Threat0.012803185
Severe Toxicity0.013607788
Moderate 0.35186127 Moderate Con 0.41 Fear_Threat
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
They can protest as much as they want. The reality is that way too many of them come here to go on welfare + get a social housing + aaaaaaaaaaallllllllllllll the free services: free school, …
They can protest as much as they want. The reality is that way too many of them come here to go on welfare + get a social housing + aaaaaaaaaaallllllllllllll the free services: free school, free healthcare, surgeries, special schools for handicapped kids. The list of free stuff they receive doesn't end. Good deal good deal! That's great for them but terrible for us. All the social housing that we build and pay for are almost exclusively made for immigrants (especially Arabs and Haitians). We Canadians are a nice bunch of suckers. The good old "Let's go to Canada to go on welfare and get social housing" must end.
Quebec Ends Economic Immigration Program | Your Morning · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.14150882
Profanity0.0741757
Threat0.008815889
Severe Toxicity0.013672344
Low Tox 0.29039988 Constructive 0.607 Unverified_Claim
Nov 23, 2025 2 likes Quebec Ends Economic Immigration Program …
This is terrible, we must grow our population at all costs, or else our economy will collapse.
This is terrible, we must grow our population at all costs, or else our economy will collapse.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.018710041
Profanity0.020851927
Threat0.009644418
Severe Toxicity0.0020122528
Low Tox 0.07687678 Low Con 0.244 Economic_Argument
Dec 24, 2025 1 likes Deportations From Canada at Their …

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.