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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
Active: "I came as student in …" 85 comments · Page 4 of 4
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired due to him lying about his experience with computers and no back ground in forestry.
Identity Attack0.0037552824
Insult0.023028618
Profanity0.0117997285
Threat0.00704232
Severe Toxicity0.00093460083
Low Tox 0.045873325 Constructive 0.565 Personal_Narrative
Oct 25, 2025 1 likes IRCC Names India in Study …
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
Identity Attack0.027413858
Insult0.013934915
Profanity0.012414595
Threat0.007301235
Severe Toxicity0.0012779236
Low Tox 0.03969839 Constructive 0.6 Personal_Narrative
Oct 1, 2025 IRCC Names India in Study …
the only country around the globe where you are served in coffee shops and at checkouts in stores by people with higher medical and engineering degrees, since they all came as students
the only country around the globe where you are served in coffee shops and at checkouts in stores by people with higher medical and engineering degrees, since they all came as students
Identity Attack0.011691323
Insult0.013478912
Profanity0.012038844
Threat0.006051969
Severe Toxicity0.0010156631
Low Tox 0.032863233 Moderate Con 0.432
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
Identity Attack0.004384246
Insult0.013668913
Profanity0.016889455
Threat0.0066215824
Severe Toxicity0.0012779236
Low Tox 0.03015274 Moderate Con 0.424 Humor_Satire
Jan 27, 2026 26 likes Inside Canada's Indian Invasion...
*Came here to study as student on paper but he never went back*
*Came here to study as student on paper but he never went back*
Identity Attack0.006178642
Insult0.009868891
Profanity0.01805087
Threat0.0074565844
Severe Toxicity0.001373291
Low Tox 0.027088705 Moderate Con 0.356
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
Identity Attack0.0073995716
Insult0.009089886
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.00071525574
Low Tox 0.020607091 Constructive 0.522 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
"I came here as a student" - Every Brampton resident
"I came here as a student" - Every Brampton resident
Identity Attack0.008509507
Insult0.010552894
Profanity0.0108774295
Threat0.0062849927
Severe Toxicity0.0008869171
Low Tox 0.020231359 Moderate Con 0.405
Sep 22, 2025 4,980 likes Inside Canada's Indian Metropolis (Brampton)
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
Identity Attack0.006955597
Insult0.009545889
Profanity0.010996987
Threat0.006194372
Severe Toxicity0.00074863434
Low Tox 0.01859777 Moderate Con 0.344
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
Identity Attack0.0027378413
Insult0.008956885
Profanity0.012004685
Threat0.006246155
Severe Toxicity0.00074863434
Low Tox 0.015079274 Moderate Con 0.428 Policy_Critique
Jun 21, 2025 How Canada broke its immigration …

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.