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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: "100% ,what are they gonna …" 7 comments
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06249457
Insult0.37846634
Profanity0.596623
Threat0.023026628
Severe Toxicity0.043077253
Moderate 0.5885171 Low Con 0.124 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.034011267
Profanity0.033144772
Threat0.008039144
Severe Toxicity0.0044059753
Low Tox 0.11305673 Constructive 0.604 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
100% ,what are they gonna do about it? Nothing? Probably!
100% ,what are they gonna do about it? Nothing? Probably!
Why Canadians Are Turning Against Immigrants. · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.002885833
Insult0.012110904
Profanity0.015454767
Threat0.008272167
Severe Toxicity0.0013923645
Low Tox 0.032863233 Low Con 0.176 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
But canadian govt wants 100 million... They gonna sign free trade agreements with india soon
But canadian govt wants 100 million... They gonna sign free trade agreements with india soon
Why Canadians Are Turning Against Immigrants. · 28: Cluster #27
Close reading → Video sentiment →
Identity Attack0.016460562
Insult0.012376905
Profanity0.010911589
Threat0.006440342
Severe Toxicity0.0010204315
Low Tox 0.02920996 Low Con 0.159
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or the housing or the medical staff or the schooling to make this possible, but they’re gonna try it anyways
Why Canadians Are Turning Against Immigrants. · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.008500882
Profanity0.010211324
Threat0.0062979385
Severe Toxicity0.0006532669
Low Tox 0.01237757 Low Con 0.218
Aug 25, 2025 1 likes Why Canadians Are Turning Against …

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.