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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
Active: "Crash in Brampton just a …" 6 comments
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of …
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of people being hit by indians in cars who come from a place with no law or whatever the fk goes on over there, they don't have licenses and just drive illegally sometimes too
Identity Attack0.38230872
Insult0.35677677
Profanity0.39842105
Threat0.05430072
Severe Toxicity0.023364257
Moderate 0.42985553 Constructive 0.564
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I drove tow truck in Brampton. They are all about who can they rip off and or scam. They like to change the rules and make up their own. Most of the crashes are all …
I drove tow truck in Brampton. They are all about who can they rip off and or scam. They like to change the rules and make up their own. Most of the crashes are all planned.
Identity Attack0.0037737815
Insult0.054962315
Profanity0.040158957
Threat0.022853967
Severe Toxicity0.0035476685
Low Tox 0.14429577 Constructive 0.514 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Crash in Brampton just a few hours ago with 5 injured
Crash in Brampton just a few hours ago with 5 injured
Identity Attack0.0074365693
Insult0.013820915
Profanity0.02167175
Threat0.044278983
Severe Toxicity0.003452301
Low Tox 0.075294 Moderate Con 0.347 Unverified_Claim
Jan 28, 2026 43 likes Inside Canada's Indian Invasion...
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
Identity Attack0.004994711
Insult0.014162917
Profanity0.017299367
Threat0.019746035
Severe Toxicity0.002784729
Low Tox 0.06263174 Low Con 0.294
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
Identity Attack0.010581387
Insult0.012262905
Profanity0.009869732
Threat0.00899713
Severe Toxicity0.0013637543
Low Tox 0.03545588 Moderate Con 0.497 Unverified_Claim
Sep 23, 2025 248 likes Inside Canada's Indian Metropolis (Brampton)

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.