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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: "my country is unrecognizable." 7 comments
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
Inside Canada's Indian Metropolis (Brampton) · 289: Cluster #288
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.40420914
Profanity0.072882555
Threat0.11769595
Severe Toxicity0.023199933
Moderate 0.47886392 Low Con 0.287 Identity Attack
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I …
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I loved it and I worked my ass off at a steel plant in Mississauga. Don’t give me wrong. I worked with people up all faiths-and friends with every single one of them. Where are the Catholic churches? Where are the 50s diners? Where are the Canadian owned shops? Where the hell is Brampton Ontario? I don’t even recognize it!!! And it’s a place that I loved and lived. But where are the Canadians? I don’t care where people come from. My cousin was adopted from India and she was the sweetest person you would ever meet. What once was a smaller Canadian city has now been taken over and become India. And that’s wrong for ppl to do on every level- by ANYONE FROM ANY OTHER COUNTRY! You don’t take over a beautiful Canadian city and make it your own from where you came from - you respect what it was before you came.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.2803029
Insult0.3388922
Profanity0.40783462
Threat0.016465442
Severe Toxicity0.023692908
Moderate 0.4269174 Constructive 0.747
Oct 29, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own …
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own country - if not then integrate into Canada properly like with the UK and New Zealand and Australia and others and contribute better - Am I asking for too much??
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.40243408
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.01302678
Moderate 0.39644176 Constructive 0.695 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2700233
Insult0.2469859
Profanity0.02392626
Threat0.0069646453
Severe Toxicity0.007171631
Moderate 0.30527395 Low Con 0.294 Identity_Assertion
Feb 14, 2026 3 likes Inside Canada's Indian Invasion...
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children …
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children have no help. I'm blown away bc I've never experienced anything like it. Tax payes pay this!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.12208464
Insult0.06826523
Profanity0.020510335
Threat0.006874025
Severe Toxicity0.0045394897
Low Tox 0.19219314 Constructive 0.769
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
my country is unrecognizable.
my country is unrecognizable.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.048480038
Insult0.022384055
Profanity0.020920247
Threat0.008259222
Severe Toxicity0.002670288
Low Tox 0.1104733 Moderate Con 0.367 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I believe that it will get to a point where Canadians will not be passive anymore. There is going to be a breaking point and I don't know when that will be. But I do believe Canadians are strong enough and they will not allow it to get to a certain point after that breaking point. I can already see the tensions happening. I can already see the uneasiness of Canadians and it's bound to hit a boiling point. Just in the past 10 years I have watched my country morph into something that's almost unrecognizable.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.026207991
Insult0.02212623
Profanity0.017777596
Threat0.008582866
Severe Toxicity0.0021839142
Low Tox 0.056263726 Constructive 0.838
Sep 6, 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.