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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "come to the eu - …" 5 comments
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Inside Canada's Indian Invasion... · 355: Cluster #354
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.62169385
Profanity0.36302176
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.152 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD …
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD TO (Go back where you came from) AS I AM FBA FAMILY BEEN IN AMERICA SINCE THE 1720'S! HOW ABOUT Y'ALL FAMILIES?!?!? Many whites didn't come to America until they saw the BLACK STATUE OF LIBERTY IN THE LATE 1900's (that's how many Europeans got their citizenship) Lastly, these countries like the US, Canada, and the EU fucks around all in these countries business, overthrow their leaders, destabilizes those countries and then WONDER WHY THERE'S SO MANY IMMIGRANTS COMING! LIKE COME ON AND GET A CLUE, STOP MESSING AROUND WITH THEIR POLITICS AND MAYBE THEY'LL STAY IN THEIR HOME COUNTRIES
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.41530323
Profanity0.18663849
Threat0.018710058
Severe Toxicity0.023599008
Moderate 0.4402136 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
the UK is a bell weather for the future, the EU too, the below clip is what's coming, the 3rd world Canada, economically, culturally, the BIG LIE about needing it for ECONOMICS never was, the …
the UK is a bell weather for the future, the EU too, the below clip is what's coming, the 3rd world Canada, economically, culturally, the BIG LIE about needing it for ECONOMICS never was, the LIE that is was just the TURD in the last 10 yrs isn't the problem, it's been since his waste of skin father, who started it, the debt, Multiculturalism lie, if it was the solution, instead of REAL POLICIES, it would have worked by now, it's not working anywhere in the WESTERN WORLD
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.21866
Insult0.33896056
Profanity0.079025
Threat0.008712323
Severe Toxicity0.016060932
Moderate 0.3389984 Low Con 0.297 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The EU has matching laws. Everyone must register if they come in from the United States regardless of how long they stay.
The EU has matching laws. Everyone must register if they come in from the United States regardless of how long they stay.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000056069675
Insult0.00012623373
Profanity0.000017188784
Threat0.000020736286
Severe Toxicity0.0000026345285
Low Tox 0.0002917634
Dec 10, 2025 5 likes

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.