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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: "That guy with the hi …" 9 comments
Love the guy with the hi-vis jacket, just calling things out for what they are without pussyfooting self censorship.
Love the guy with the hi-vis jacket, just calling things out for what they are without pussyfooting self censorship.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.26957804
Profanity0.4819111
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.4850187 Moderate Con 0.433 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.38699543
Insult0.26957804
Profanity0.09899642
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.37458646 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi guys this is a country of Indians not Canada gone in my opinion
Hi guys this is a country of Indians not Canada gone in my opinion
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.14331897
Profanity0.07514556
Threat0.009799767
Severe Toxicity0.015867263
Moderate 0.3389984 Low Con 0.277 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the …
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the guy on the cycle like hello are we not gonna acknowledge that??
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11744241
Insult0.0777699
Profanity0.029888187
Threat0.0072235605
Severe Toxicity0.005569458
Low Tox 0.22311419 Constructive 0.629 Moral_Argument
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
That guy with the hi vis jacket is amazing, everything he said was 100% true
That guy with the hi vis jacket is amazing, everything he said was 100% true
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012340514
Insult0.02618698
Profanity0.03189224
Threat0.008129764
Severe Toxicity0.003414154
Low Tox 0.081625134 Moderate Con 0.435 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy with bike: Hi, im leroy and this is india"
Guy with bike: Hi, im leroy and this is india"
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.033527173
Insult0.021675033
Profanity0.026180768
Threat0.010705971
Severe Toxicity0.0037765503
Low Tox 0.06104896 Moderate Con 0.328 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
hi-vis guy on bike is our strongest soldier
hi-vis guy on bike is our strongest soldier
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.010433395
Insult0.017807651
Profanity0.022423252
Threat0.016465442
Severe Toxicity0.0038719177
Low Tox 0.05750068 Low Con 0.283
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi vis guy is a real one
Hi vis guy is a real one
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0074365693
Insult0.020256994
Profanity0.024541125
Threat0.008414571
Severe Toxicity0.0022506714
Low Tox 0.040925518 Moderate Con 0.345 Meta_Commentary
Feb 7, 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.