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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: "They speak English, they are …" 232 comments · Page 10 of 10
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54. Wikipedia Department of Justice Canada
Identity Attack0.017063495
Insult0.011882903
Profanity0.016137952
Threat0.0073789097
Severe Toxicity0.0010871887
Low Tox 0.031331215 Moderate Con 0.377 Meta_Commentary
Sep 5, 2025 Why Canadians Are Turning Against …
but when they go to spain they do not speak spanish but english.
but when they go to spain they do not speak spanish but english.
Identity Attack0.021083053
Insult0.011008898
Profanity0.014976538
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.029563503 Low Con 0.201
Aug 25, 2025 Why Canadians Are Turning Against …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
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...
3 years in Canada, on a PR, needs to use google translate to speak English. Why is this allowed?
3 years in Canada, on a PR, needs to use google translate to speak English. Why is this allowed?
Identity Attack0.0073625734
Insult0.0084818825
Profanity0.010074687
Threat0.006194372
Severe Toxicity0.00068187714
Low Tox 0.015519086 Moderate Con 0.365 Policy_Critique
Jan 27, 2026 998 likes Inside Canada's Indian Invasion...
Good, there are too many from India and China here. Recently, I have seen some Chinese leaving from my own neighbour. This is a good thing, they come over here, don't speak English, don't work …
Good, there are too many from India and China here. Recently, I have seen some Chinese leaving from my own neighbour. This is a good thing, they come over here, don't speak English, don't work and use our resources that we have paid for all of our working lives. Our local college which used to pay for English lessons for Newcomers to Canada has now cancelled the program.
Identity Attack0.0010168551
Insult0.00017304033
Profanity0.00003081157
Threat0.00005803413
Severe Toxicity0.0000042457577
Low Tox 0.0007665064
Apr 17, 2025 2 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.