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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: "What a shame... That guy, …" 9 comments
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver …
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver look at the gang activity from immigrants that have taken over entire cities. You’re an idiot dude
Identity Attack0.48915586
Insult0.7804726
Profanity0.43744424
Threat0.025789235
Severe Toxicity0.1762085
Toxic 0.8115627 Low Con 0.281 Insult Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Useless channel, laughing when the guy says he hates African people......shame!
Useless channel, laughing when the guy says he hates African people......shame!
Identity Attack0.55011386
Insult0.5423875
Profanity0.25824076
Threat0.018192071
Severe Toxicity0.14916596
Moderate 0.687436 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to …
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to uplift the economy. Refugees would still rather go back to their countries as soon as the war is over. We're not here to steal your money or anything. I bet the guys with negative comments never had to know a refugee in person. Shame.
Identity Attack0.25817248
Insult0.1798321
Profanity0.019280603
Threat0.008375733
Severe Toxicity0.0061035156
Low Tox 0.2854971 Constructive 0.77
Aug 21, 2019 How much do refugees and …
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy …
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy and provide quick citizenship to increase the voter pool... When the same playbook is happening in all the other western countries, it is not a coincidence but a serious and coordinated global plan. FIND SOME COURAGE to say what really is taking place....but you won't. If you need a quick reminder, take a look at what just happened in Spain - 500,000 new immigrants that will be given quick landed immigrant status allowing them to vote!!!!!
Identity Attack0.040745795
Insult0.15698463
Profanity0.028913507
Threat0.008556974
Severe Toxicity0.005264282
Low Tox 0.23090743 Constructive 0.522 Unverified_Claim
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging …
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging into the real issue at hand and that that is 10 years of liberal failure when it comes to immigration policy. Why not try doing some real journalism for once
Identity Attack0.018269362
Insult0.10587067
Profanity0.01941724
Threat0.007365964
Severe Toxicity0.0029182434
Low Tox 0.1996317 Low Con 0.269 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
Local shop I used to work in has been bought up by them a few years ago...I noticed they hire a new guy from Chennai every few months and then previous worker moves to london. …
Local shop I used to work in has been bought up by them a few years ago...I noticed they hire a new guy from Chennai every few months and then previous worker moves to london. They're using the shop to get their mates into the country by giving them jobs until they can claim residency. Been about 5 new guys come and go. Before them the shop gave me and others from my small town an income and we were all great friends. It's a shame.
Identity Attack0.015254694
Insult0.039444692
Profanity0.013610168
Threat0.0061425893
Severe Toxicity0.0012969971
Low Tox 0.09828771 Constructive 0.76 Personal_Narrative
Jan 27, 2026 1 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.