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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: "❤ from Italy" 35 comments · Page 2 of 2
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other …
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other hand... are trying to change Canada into India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19693321
Insult0.034011267
Profanity0.013951761
Threat0.007145886
Severe Toxicity0.0031661987
Low Tox 0.15711457 Moderate Con 0.449 Identity_Assertion
Jan 31, 2026 Inside Canada's Indian Metropolis (Brampton)
I recalled I went to Rome, Italy in May this year. Two of the Chinese restaurants I ate there, to my surprise, the waiters were Indians.
I recalled I went to Rome, Italy in May this year. Two of the Chinese restaurants I ate there, to my surprise, the waiters were Indians.
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.03312982
Profanity0.022423252
Threat0.007521313
Severe Toxicity0.0039863586
Low Tox 0.14429577 Constructive 0.518 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
They are literally flying in thousands of Gazans. You need to record it. They are coming from Sweden UK & Italy to Canada!
They are literally flying in thousands of Gazans. You need to record it. They are coming from Sweden UK & Italy to Canada!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.024897853
Profanity0.017709278
Threat0.012078222
Severe Toxicity0.00541687
Low Tox 0.11150667 Low Con 0.275
Nov 21, 2025 1 likes Thousands of refugees allowed into …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should …
We need English competency tests immigrants (and possibly a French as well). Many immigrants speak broken basic English and have difficulty with even intermediate English skills. If I wanted to move to Italy, I should be able to speak a certain standard of Italian.
Why Canadians Are Turning Against Immigrants. · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.029273475
Profanity0.014566627
Threat0.0069905366
Severe Toxicity0.0025177002
Low Tox 0.1104733 Constructive 0.582
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
in my home city in Italy indians works in the fields for 2/5 euros per hour, and they are happy.
in my home city in Italy indians works in the fields for 2/5 euros per hour, and they are happy.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.083355546
Insult0.022448512
Profanity0.024814399
Threat0.007689608
Severe Toxicity0.0030899048
Low Tox 0.09915545 Constructive 0.549
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Broad Ethnic Groups (2021 Census) This classification focuses on larger panethnic groups. White: 72.9% Asian: 17.7% Indigenous: 5.2% Black: 3.5% Latin American: 1.5% Canada hasn't changed all that much, and certain cities having one ethnic …
Broad Ethnic Groups (2021 Census) This classification focuses on larger panethnic groups. White: 72.9% Asian: 17.7% Indigenous: 5.2% Black: 3.5% Latin American: 1.5% Canada hasn't changed all that much, and certain cities having one ethnic group that is not even new. Little Italy? Cabbage Town? China Town(s), Ukrainian and Finnish areas in western Canada? Asians in Vancouver. This time, it's the Indians, but Brampton has been changing for years into Brown Town. Years!
Inside Canada's Indian Metropolis (Brampton) · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.099072486
Insult0.019419061
Profanity0.011765569
Threat0.0067057298
Severe Toxicity0.0020980835
Low Tox 0.09828771 Constructive 0.561 Comparative_Framing
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.0151129225
Profanity0.0117997285
Threat0.0059807673
Severe Toxicity0.0012874603
Low Tox 0.03828422 Moderate Con 0.495 Moral_Argument
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please …
What is Canadian culture anyway? I moved to Canada (from Italy) in 2008, got my citizenship in 2021, and I am still trying to understand what Canadian culture is. 😮 Is it like American? Please explain. Thank you.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02048012
Insult0.011654901
Profanity0.012038844
Threat0.0062137907
Severe Toxicity0.0011348724
Low Tox 0.03109552 Constructive 0.562 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I think you’re forgetting other area of the gta: Greek town, little Italy, little Portugal, Korea town, Chinatown. Why is this any different?
I think you’re forgetting other area of the gta: Greek town, little Italy, little Portugal, Korea town, Chinatown. Why is this any different?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.010951365
Insult0.0113889
Profanity0.012141321
Threat0.006874025
Severe Toxicity0.0010299683
Low Tox 0.024849601 Moderate Con 0.355
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)

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.