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: "Now these are the qualities …" 114 comments · Page 5 of 5
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
Identity Attack0.00621564
Insult0.023221988
Profanity0.017162729
Threat0.0063432488
Severe Toxicity0.0012302399
Low Tox 0.051068526 Constructive 0.513 Personal_Narrative
Sep 19, 2025 315 likes Inside Canada's Indian Metropolis (Brampton)
Canadians wonder why their quality of life is changing. This is only the beginning!
Canadians wonder why their quality of life is changing. This is only the beginning!
Identity Attack0.030175667
Insult0.01890341
Profanity0.009920971
Threat0.006763986
Severe Toxicity0.0015735626
Low Tox 0.050821137 Low Con 0.281
Nov 21, 2025 3 likes Thousands of refugees allowed into …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try not to be a burden to the government. True too with other nationalities that come over but unfortunately not all.
Identity Attack0.035847444
Insult0.01632893
Profanity0.011065305
Threat0.0059095654
Severe Toxicity0.0009870529
Low Tox 0.049089402 Constructive 0.815 Policy_Critique
Aug 30, 2025 5 likes Why Canadians Are Turning Against …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
I am an immigrant, and I have never been in favor of open borders. It puts people at risk and degrades life quality. I approve Quebec's message.
Identity Attack0.026408968
Insult0.015872927
Profanity0.010928668
Threat0.0074048014
Severe Toxicity0.0012111664
Low Tox 0.048594624 Constructive 0.761
Nov 21, 2025 24 likes Quebec Ends Economic Immigration Program …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes IRCC Names India in Study …
Quantity was preferred over quality by Liberals. During Harper it was quality over quantity.
Quantity was preferred over quality by Liberals. During Harper it was quality over quantity.
Identity Attack0.0069185994
Insult0.017743196
Profanity0.009767254
Threat0.0060260775
Severe Toxicity0.0007534027
Low Tox 0.031684756 Low Con 0.231
Jun 19, 2025 How Canada broke its immigration …
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 …
We don't call it Tim Hortons anymore. It's called (Singh Hortons) even the quality of the food and establishments have declined. I get my coffee from Starbucks and McDonald's now.
We don't call it Tim Hortons anymore. It's called (Singh Hortons) even the quality of the food and establishments have declined. I get my coffee from Starbucks and McDonald's now.
Identity Attack0.0030153254
Insult0.014048916
Profanity0.011150704
Threat0.0062332097
Severe Toxicity0.00072956085
Low Tox 0.024731753 Constructive 0.619 Identity_Assertion
Jan 27, 2026 104 likes Inside Canada's Indian Invasion...
Quantity over quality is what it is
Quantity over quality is what it is
Identity Attack0.0038477771
Insult0.010286893
Profanity0.013234417
Threat0.0064727063
Severe Toxicity0.0010347366
Low Tox 0.021785567 Low Con 0.163
Jun 18, 2025 21 likes How Canada broke its immigration …
Tyler back at it again with the quality content. Stay safe bro
Tyler back at it again with the quality content. Stay safe bro
Identity Attack0.0034223017
Insult0.010362893
Profanity0.014839902
Threat0.008738215
Severe Toxicity0.0012779236
Low Tox 0.019351736 Moderate Con 0.424 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Identity Attack0.0052166977
Insult0.008557882
Profanity0.010604155
Threat0.006265574
Severe Toxicity0.0007581711
Low Tox 0.011435116 Low Con 0.276 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
quality imports eh?
quality imports eh?
Identity Attack0.0014614153
Insult0.007892879
Profanity0.010826191
Threat0.0059419298
Severe Toxicity0.000705719
Low Tox 0.010492661 Moderate Con 0.315 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Any Quality Daycare Learing Centre??
Any Quality Daycare Learing Centre??
Identity Attack0.0016464046
Insult0.0065533705
Profanity0.009468361
Threat0.005835127
Severe Toxicity0.000500679
Low Tox 0.006722843 Moderate Con 0.313 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...

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.