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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

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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: "Don't want it then pay …" 134 comments · Page 6 of 6
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a …
Integration is key for Canada as a multicultural country to coexist. Immigration needs reforming i.e.no cash jobs whatsoever, intl students will have to intl student fees, no handouts to asylum seekers who aren't from a war torn country. Highschoolers must be given priority in local jobs, it's up to the franchise owners to work their schedules up. It's ok if the cost of the product increases. This will help wages keep up with inflation. No free pregnancy trips, if you want to have your child born here make sure you pay up.
Identity Attack0.02238941
Insult0.020837102
Profanity0.012175481
Threat0.0067769317
Severe Toxicity0.0016117096
Low Tox 0.048099842 Constructive 0.585 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants …
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants that have arrived now don’t want a Canadian lifestyle they want to replace it with the system they left behind. Our leaders seem to support this and want working Canadians to pay for it. This is the anger that is festering as leaders ignore our concerns
Identity Attack0.026609946
Insult0.018452216
Profanity0.009698936
Threat0.006492125
Severe Toxicity0.001077652
Low Tox 0.045378547 Constructive 0.72
Aug 25, 2025 142 likes Why Canadians Are Turning Against …
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 …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying for this.....
Identity Attack0.0012579272
Insult0.020256994
Profanity0.012073003
Threat0.006420923
Severe Toxicity0.0011110306
Low Tox 0.036870047 Constructive 0.58 Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Identity Attack0.008102531
Insult0.008272881
Profanity0.010587076
Threat0.0061296434
Severe Toxicity0.00062942505
Low Tox 0.01608456 Moderate Con 0.346 Question
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I waited 3 months for a CT scan. Now I have to wait another two months for a biopsy. I would be happy to pay for faster service but even if I want to pay, …
I waited 3 months for a CT scan. Now I have to wait another two months for a biopsy. I would be happy to pay for faster service but even if I want to pay, the government will not allow me. This is not healthcare, this is the rationing of healthcare.
Identity Attack0.001933138
Insult0.008405882
Profanity0.010006369
Threat0.006265574
Severe Toxicity0.00059843063
Low Tox 0.014136819 Constructive 0.554 Personal_Narrative
Feb 24, 2026 21 likes 'We do know that there's …
Why would any right-minded Canadian travel to the UFSA? Have you not been paying attention at all? Please show a bit of patriotism and common sense and “just don’t go”. The rest of the world …
Why would any right-minded Canadian travel to the UFSA? Have you not been paying attention at all? Please show a bit of patriotism and common sense and “just don’t go”. The rest of the world is out there. Magastan wants to isolate itself?… So be it.
Identity Attack0.00013730553
Insult0.000262913
Profanity0.000026348744
Threat0.000031802887
Severe Toxicity0.0000020728714
Low Tox 0.000656457
Dec 8, 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.