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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: "Curious to know, what will …" 7 comments
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Inside Canada's Indian Metropolis (Brampton) · 193: Cluster #192
Close reading → Discourse → Video sentiment →
Identity Attack0.32184324
Insult0.076819435
Profanity0.029460056
Threat0.0076507707
Severe Toxicity0.0075912476
Low Tox 0.27750343 Constructive 0.638 Question
Feb 5, 2026 Inside Canada's Indian Metropolis (Brampton)
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? "Can you tell us the Truth please. We are very interested in learning. THANK YOU
Inside Canada's Indian Metropolis (Brampton) · 193: Cluster #192
Close reading → Discourse → Video sentiment →
Identity Attack0.29188538
Insult0.071750276
Profanity0.043916557
Threat0.008453408
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.633 Question
Feb 15, 2026 Inside Canada's Indian Metropolis (Brampton)
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
*Curiously, asian and hindi people come to the U.S. with permits to work or residency.. and we don't know about an arrest of any of them by ICE.*
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26325142
Insult0.03511308
Profanity0.02836696
Threat0.011974656
Severe Toxicity0.0061798096
Low Tox 0.19314334 Moderate Con 0.426 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple question: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.0573046
Profanity0.027820412
Threat0.009178371
Severe Toxicity0.0064086914
Low Tox 0.17198499 Constructive 0.754 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple questions: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And i am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17536941
Insult0.054376744
Profanity0.027683776
Threat0.008841781
Severe Toxicity0.005836487
Low Tox 0.1641865 Constructive 0.746 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm curious to know if immigrants were treated the same as Canadian citizens if they would even show up here
I'm curious to know if immigrants were treated the same as Canadian citizens if they would even show up here
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.08500996
Insult0.020643732
Profanity0.0137468055
Threat0.0072365063
Severe Toxicity0.0022697449
Low Tox 0.09872158 Constructive 0.516
Aug 25, 2025 9 likes Why Canadians Are Turning Against …

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.