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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: "You are well respected and …" 31 comments · Page 2 of 2
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our current shameless government administration. Be well and do what you must.
Identity Attack0.00013077578
Insult0.015129442
Profanity0.00017793183
Threat0.000048101545
Severe Toxicity0.0000022707145
Low Tox 0.019032147
Dec 10, 2025
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should …
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should have the civic sense to behave well in a community. ❤
Identity Attack0.009175468
Insult0.00817788
Profanity0.013507691
Threat0.0066345283
Severe Toxicity0.0007867813
Low Tox 0.016964182 Constructive 0.57 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect for the bike open honesty and it's facts as well
Respect for the bike open honesty and it's facts as well
Identity Attack0.0024418586
Insult0.0074178753
Profanity0.0118338885
Threat0.006550381
Severe Toxicity0.0007534027
Low Tox 0.011749268 Constructive 0.541
Jan 27, 2026 4 likes 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.