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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.

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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "The people of the World …" 309 comments · Page 13 of 13
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for …
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for this through the Century Initiative and plans to increase Canada's population to 100 million through immigration only by 2100.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.016708933
Profanity0.010177165
Threat0.0060098954
Severe Toxicity0.0008678436
Low Tox 0.029799197 Constructive 0.528 Unverified_Claim
Dec 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do people who haven't contributed anything to our society get anything while seniors and veterans struggle? Seniors built this country and veterans defended it. I get that we want to help but we can't …
Why do people who haven't contributed anything to our society get anything while seniors and veterans struggle? Seniors built this country and veterans defended it. I get that we want to help but we can't save the whole world.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005105704
Insult0.012414906
Profanity0.010621235
Threat0.0067834044
Severe Toxicity0.0007581711
Low Tox 0.02543884 Constructive 0.685
Oct 25, 2017 169 likes How much do refugees and …
In today’s world, this tension plays out across continents. Economic insecurity often fuels nationalist movements, which promise protection and identity but risk deepening divisions. At the same time, socialist ideas gain traction where people demand …
In today’s world, this tension plays out across continents. Economic insecurity often fuels nationalist movements, which promise protection and identity but risk deepening divisions. At the same time, socialist ideas gain traction where people demand fairness, inclusion, and solidarity beyond borders. The way societies manage migration and poverty will determine whether cooperation or exclusion becomes the dominant story of our time.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007880543
Insult0.009260887
Profanity0.010792031
Threat0.0071199946
Severe Toxicity0.0008201599
Low Tox 0.019728716 Constructive 0.587 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0063266335
Insult0.009203887
Profanity0.010023449
Threat0.0062008454
Severe Toxicity0.0008583069
Low Tox 0.015958898 Moderate Con 0.36
Jan 9, 2026 IRCC Names India in Study …
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, …
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, and you who will own nothing and be happy listing to Yoko Ono and John Lennon sing hippy songs to you.
· 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.00013972305
Insult0.0013130872
Profanity0.000056494053
Threat0.000030143
Severe Toxicity0.0000020706232
Low Tox 0.0021753937
Apr 28, 2025
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000051010913
Insult0.00012469533
Profanity0.000017913682
Threat0.0000208587
Severe Toxicity0.0000026697837
Low Tox 0.0002793177 Policy_Critique
Dec 8, 2025 8 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.