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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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Active: "Like the vast majority of …" 4 comments
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guys remember... the vast majority of woke and left will say they're all for diversity/mass-multiculturalism is great all while NOT living in areas exactly like this.
Guys remember... the vast majority of woke and left will say they're all for diversity/mass-multiculturalism is great all while NOT living in areas exactly like this.
Identity Attack0.06929302
Insult0.0279513
Profanity0.019280603
Threat0.007197669
Severe Toxicity0.002746582
Low Tox 0.10870059 Moderate Con 0.489 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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 …

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.