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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
Active: "Where the fuck is punjab, …" 7 comments
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Identity Attack0.79850346
Insult0.87506694
Profanity0.94929975
Threat0.35782173
Severe Toxicity0.6532936
Toxic 0.9749944 Low Con 0.112 Identity Attack Insult Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Identity Attack0.7856228
Insult0.7218519
Profanity0.79449326
Threat0.34804323
Severe Toxicity0.6612285
Toxic 0.8540474 Low Con 0.127 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
Identity Attack0.16993292
Insult0.47273466
Profanity0.84995824
Threat0.016638106
Severe Toxicity0.35368225
Toxic 0.85333383 Moderate Con 0.362 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
2:25 Then go back to fucking Punjab
2:25 Then go back to fucking Punjab
Identity Attack0.5516043
Insult0.61794597
Profanity0.776286
Threat0.34552678
Severe Toxicity0.61260825
Toxic 0.8364697 Low Con 0.193 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Identity Attack0.32768643
Insult0.5015486
Profanity0.541926
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.468 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes 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.