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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: "It should be hundreds or …" 81 comments · Page 4 of 4
Its in the millions not the hundreds
Its in the millions not the hundreds
Canadian immigration officers investigating hundreds identified by extortion … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0036627878
Insult0.00815888
Profanity0.013951761
Threat0.007417747
Severe Toxicity0.0010204315
Low Tox 0.015204934 Low Con 0.157 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
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.
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
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 …
For context with looking for jobs, when I post a position for part time work, I'll have hundreds of applications within a day...... So sifting for good applicants is difficult.
For context with looking for jobs, when I post a position for part time work, I'll have hundreds of applications within a day...... So sifting for good applicants is difficult.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0017019014
Insult0.007778878
Profanity0.010125926
Threat0.0061296434
Severe Toxicity0.00046014786
Low Tox 0.010743983 Constructive 0.586
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
They shouldn't have come in the first place now Canadians have to waste hundreds of millions deporting them.If I was going to move to a foreign country I'd do research on jobs,housing,cost of living etc …
They shouldn't have come in the first place now Canadians have to waste hundreds of millions deporting them.If I was going to move to a foreign country I'd do research on jobs,housing,cost of living etc they obviously didn't then complain they can't make it.Go home.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0043322137
Insult0.0011908403
Profanity0.00004395006
Threat0.0005412362
Severe Toxicity0.00000458772
Low Tox 0.009554655
Apr 23, 2025 1 likes
The numbers in ontario and canada is six hundred thousand a year
The numbers in ontario and canada is six hundred thousand a year
Quebec Ends Economic Immigration Program | Your Morning · 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.0032743104
Insult0.0067433715
Profanity0.010040528
Threat0.0062396824
Severe Toxicity0.0006246567
Low Tox 0.008796243 Moderate Con 0.339
Nov 21, 2025 62 likes Quebec Ends Economic Immigration Program …
With hundreds of pounds of coke meth and everything else going across the border. Now that there southern border is secure, we best hope they don’t shut it off completely
With hundreds of pounds of coke meth and everything else going across the border. Now that there southern border is secure, we best hope they don’t shut it off completely
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0002432964
Insult0.0013105546
Profanity0.00009865579
Threat0.0006054104
Severe Toxicity0.000003856433
Low Tox 0.0055376664
Dec 11, 2025 1 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.