Skip to content
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
Active: "The French are the only …" 158 comments · Page 7 of 7
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Identity Attack0.0059936526
Insult0.0096028885
Profanity0.01265371
Threat0.006822242
Severe Toxicity0.00089645386
Low Tox 0.019980038 Constructive 0.558 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
She could’ve applied for French speakers stream and easily gotten a PR
She could’ve applied for French speakers stream and easily gotten a PR
Identity Attack0.0065486208
Insult0.009944891
Profanity0.013644327
Threat0.0070552654
Severe Toxicity0.0010347366
Low Tox 0.019226074 Low Con 0.291 Question
Feb 11, 2026 Canada's tighter immigration policy divides …
Yup... and you can post jobs that require another language other than English and French
Yup... and you can post jobs that require another language other than English and French
Identity Attack0.008028535
Insult0.008557882
Profanity0.011236101
Threat0.006084333
Severe Toxicity0.00067710876
Low Tox 0.017592486 Moderate Con 0.331 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Before French and English colonization, First Nations people spoke hundreds of distinct, diverse Indigenous languages from numerous families like Algonquian (Cree, Anishinaabemowin), Athabaskan/Na-Dené (Dene, Tlingit), Iroquoian (Haudenosaunee/Iroquois), Siouan, and Salish, among others, forming complex linguistic …
Before French and English colonization, First Nations people spoke hundreds of distinct, diverse Indigenous languages from numerous families like Algonquian (Cree, Anishinaabemowin), Athabaskan/Na-Dené (Dene, Tlingit), Iroquoian (Haudenosaunee/Iroquois), Siouan, and Salish, among others, forming complex linguistic landscapes across North America, with major families like Algonquian and Na-Dené covering vast territories.  Key Language Families & Examples: Algonquian: Spoken across eastern and central North America, including Cree (Nēhiyawēwin), Ojibway (Anishinaabemowin), Blackfoot (Siksiká), and Montagnais (Innu). Athabaskan (Na-Dené): Found in the northwest and parts of the plains, encompassing languages like Dene (Dënesųłiné), Tłı‌chǫ, and Tlingit. Iroquoian: Spoken by peoples like the Haudenosaunee (Mohawk, Oneida, Seneca, etc.) and Wendat (Huron) in the Northeast. Siouan: Languages like Nakoda (Stoney) in the Plains region. Pacific Coast Languages: A huge diversity, including Salish, Tsimshian, Wakashan, and Haida.
Identity Attack0.011617327
Insult0.010666896
Profanity0.018187506
Threat0.00866054
Severe Toxicity0.0017929077
Low Tox 0.014765122 Constructive 0.595 Meta_Commentary
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
what about British and French?
what about British and French?
Identity Attack0.0073625734
Insult0.0076268767
Profanity0.013849284
Threat0.0072753434
Severe Toxicity0.0010442734
Low Tox 0.014576632 Low Con 0.252 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
She speaks good french, she can easily score NCLC 7 and become permanent resident.
She speaks good french, she can easily score NCLC 7 and become permanent resident.
Identity Attack0.004846719
Insult0.008500882
Profanity0.010450439
Threat0.006466233
Severe Toxicity0.000705719
Low Tox 0.014011159 Moderate Con 0.403 Question
Feb 12, 2026 Canada's tighter immigration policy divides …
I registered with the French Government when I went on a work exchange. No problems
I registered with the French Government when I went on a work exchange. No problems
Identity Attack0.00006888981
Insult0.0001557563
Profanity0.000016370243
Threat0.00001901399
Severe Toxicity0.0000022151878
Low Tox 0.00037591276 Personal_Narrative
Dec 9, 2025

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.