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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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Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Stay in India if your …" 57 comments · Page 3 of 3
Why they don’t stay in India
Why they don’t stay in India
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08252834
Insult0.022770792
Profanity0.020988565
Threat0.0086087575
Severe Toxicity0.0035858154
Low Tox 0.11078331 Low Con 0.283 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Why even move away from India to Brampton? It's the exact same thing, y'all could have just stayed there
Why even move away from India to Brampton? It's the exact same thing, y'all could have just stayed there
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.058856625
Insult0.025413504
Profanity0.023311393
Threat0.008259222
Severe Toxicity0.0033187866
Low Tox 0.10826672 Moderate Con 0.46
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Inside Canada's Indian Metropolis (Brampton) · 305: Cluster #304
Close reading → Discourse → Video sentiment →
Identity Attack0.08666438
Insult0.027730936
Profanity0.011816809
Threat0.0060778605
Severe Toxicity0.0021266937
Low Tox 0.10522962 Moderate Con 0.435 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
They didn't even learn English after a long time staying in India.
They didn't even learn English after a long time staying in India.
Inside Canada's Indian Invasion... · 347: Cluster #346
Close reading → Discourse → Video sentiment →
Identity Attack0.1015541
Insult0.024124376
Profanity0.017709278
Threat0.0074565844
Severe Toxicity0.0023174286
Low Tox 0.1013248 Low Con 0.231 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was appalled and felt as a migrant it was offensive because Canada and by extension its flag was part of the Commonwealth and Britain's imperialist history with India made the Canadian flag offensive. 😳 I probably don't have to tell you what kind of comments he got.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.060675595
Insult0.027347196
Profanity0.013576009
Threat0.007081157
Severe Toxicity0.0020313263
Low Tox 0.09525062 Constructive 0.74
Aug 25, 2025 22 likes Why Canadians Are Turning Against …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Inside Canada's Indian Metropolis (Brampton) · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.0114269
Profanity0.011560614
Threat0.0070034824
Severe Toxicity0.0011062622
Low Tox 0.02638162 Moderate Con 0.491 Question
Mar 3, 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.