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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: "I found it to be …" 132 comments · Page 6 of 6
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 …
They can be found in rural or remote areas
They can be found in rural or remote areas
IRCC Names India in Study Permit Fraud | … · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0047357255
Insult0.007531876
Profanity0.012517073
Threat0.008013252
Severe Toxicity0.0010681152
Low Tox 0.0143253105 Low Con 0.25 Meta_Commentary
Sep 29, 2025 IRCC Names India in Study …
Even if CBSA check Three racing cars, 3 tim Hortons and 3 public transport buses a day they could have found at least 15 people without status in Canada
Even if CBSA check Three racing cars, 3 tim Hortons and 3 public transport buses a day they could have found at least 15 people without status in Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040512653
Insult0.008766884
Profanity0.008862034
Threat0.0060908063
Severe Toxicity0.00057935715
Low Tox 0.013382856 Moderate Con 0.395
Sep 27, 2025 20 likes IRCC Names India in Study …
I came from India in the 1900’s working as royal security unit decades before RCMP was founded.
I came from India in the 1900’s working as royal security unit decades before RCMP was founded.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.0069143726
Profanity0.010604155
Threat0.006641001
Severe Toxicity0.0005555153
Low Tox 0.009298885 Moderate Con 0.483 Personal_Narrative
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video 3 times instead. I took notes and read all the explanation with each questions. Wrote down the events according to timeline really helped. This video gave me a really solid foundation, but still had maybe 4-5 questions that wasn’t part of these questions.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0022846176
Insult0.006353869
Profanity0.010108846
Threat0.0063238298
Severe Toxicity0.00054597855
Low Tox 0.0060631246 Constructive 0.698
Jan 20, 2026 2 likes Canadian Citizenship Test 2025 – …
I remember going into Canada to attend a 16 week log building class. They tore apart my truck and trailer outside and when nothing illegal was found said have a nice time. I could care …
I remember going into Canada to attend a 16 week log building class. They tore apart my truck and trailer outside and when nothing illegal was found said have a nice time. I could care less what difficulties canuks have getting into the USA.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00025209007
Insult0.00037682502
Profanity0.00003760204
Threat0.00006585158
Severe Toxicity0.0000024011076
Low Tox 0.0012392753
Dec 8, 2025 1 likes
It is a international Border ! Never found it Hostile, always polite everytime.
It is a international Border ! Never found it Hostile, always polite everytime.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00017678474
Insult0.0003913064
Profanity0.000019848316
Threat0.00003090356
Severe Toxicity0.0000017126586
Low Tox 0.0011853065 Personal_Narrative
Dec 7, 2025 33 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.