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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

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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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Active: "They guy that 50 years …" 4 comments
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Identity Attack0.04693319
Insult0.47357693
Profanity0.09868695
Threat0.007948523
Severe Toxicity0.0128976675
Moderate 0.41910073 Moderate Con 0.443 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, …
On 5:20 the lady says I came 50 years ago, and she barely speaks English. How is it possible? Simple people worldwide have to tear their buts up to get high scores in CELPIP, IELTS, getting 10-11 out of 12, and still not enoughj points for application. But how the people like the ones on the video (guy on 4th minute) and the lady on the 5th minute) infiltrated into Canada? Pure abuse
Identity Attack0.04925346
Insult0.11464815
Profanity0.09260304
Threat0.010110466
Severe Toxicity0.0077819824
Low Tox 0.23812068 Constructive 0.516
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
They guy that 50 years old and doesnt own a car standing with his bycycle should be CANCELLED the nerve he has yet all he owns is a bycycle
They guy that 50 years old and doesnt own a car standing with his bycycle should be CANCELLED the nerve he has yet all he owns is a bycycle
Identity Attack0.0055866763
Insult0.07428485
Profanity0.022764845
Threat0.02613456
Severe Toxicity0.004749298
Low Tox 0.18269104 Low Con 0.26 Humor_Satire
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.