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: "I need the question on …" 33 comments · Page 2 of 2
Hello Friends. Pls guide - Do I just need to cram these 414 questions? Do questions come as it is from these 414 questions? Pls reply
Hello Friends. Pls guide - Do I just need to cram these 414 questions? Do questions come as it is from these 414 questions? Pls reply
Identity Attack0.008028535
Insult0.012718908
Profanity0.030389199
Threat0.01508414
Severe Toxicity0.002861023
Low Tox 0.046120718 Moderate Con 0.412
Aug 16, 2025 Canadian Citizenship Test 2025 – …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Identity Attack0.002034882
Insult0.01961243
Profanity0.010552917
Threat0.006589218
Severe Toxicity0.0007009506
Low Tox 0.03192045 Moderate Con 0.46 Policy_Critique
Feb 24, 2026 53 likes 'We do know that there's …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
Quick question, everyone- I just did my exam and got 15/20. I passed, right? I don't have to redo it again. The requirement document that they sent, they said we need to get 15 out …
Quick question, everyone- I just did my exam and got 15/20. I passed, right? I don't have to redo it again. The requirement document that they sent, they said we need to get 15 out of 20. So, I'm assuming I pass. Please someone reply.🙏
Identity Attack0.005253696
Insult0.009355888
Profanity0.015625564
Threat0.0086087575
Severe Toxicity0.0013923645
Low Tox 0.023317585 Constructive 0.615 Question
Dec 22, 2025 1 likes Canadian Citizenship Test 2025 – …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched …
Thank you so much for putting this video together! I passed my citizenship test today with a score of 19 out of 20. The questions were surprisingly simple. I read the guide once and watched your video once, and that was all I needed. Truly appreciate the effort you put into making it clear and helpful. 🙌
Identity Attack0.005771666
Insult0.008500882
Profanity0.01627459
Threat0.008466354
Severe Toxicity0.001449585
Low Tox 0.01646154 Constructive 0.695
Jul 25, 2025 5 likes Canadian Citizenship Test 2025 – …
Stay on this, Michelle! These hard questions need to be asked and answers given!
Stay on this, Michelle! These hard questions need to be asked and answers given!
Identity Attack0.0018498929
Insult0.009298887
Profanity0.009698936
Threat0.006712203
Severe Toxicity0.0005745888
Low Tox 0.0143253105 Moderate Con 0.462
Sep 29, 2025 IRCC Names India in Study …
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
Identity Attack0.00012398607
Insult0.0005295133
Profanity0.00003452148
Threat0.00044521966
Severe Toxicity0.000004065311
Low Tox 0.0025781742 Question
Dec 10, 2025

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.