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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: "We have a serious unemployment …" 4 comments
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my …
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my first nations music 🎶 super loudly and get all my brother's and sister's to join. Enough is enough. I lost my job to corporate restructuring and running out of ei now, and I am beyond pissed off! All the years worked and contributing to my ei insurance, should equal how many months of ei i should actually be eligible for, but nope, its only for a certain amount of weeks according to their unemployment rate, which is severely flawed, because how can their unemployment rate remain unchanged for so many years, when you hear of thousands losing their jobs. We are being lied to and deceived, and I am sick and tired of it and me and some of my family members have even contemplated changing our names to an indian name, just to get a job!!! That's when you know it's a serious problem! Immigrants need to go back to their own country! Our families are suffering, especially our youth and children! And I am so worried for my daughter's and granddaughter's. Their belief system isn't kind to us females.
Identity Attack0.02821777
Insult0.16846494
Profanity0.24910301
Threat0.013631714
Severe Toxicity0.014511578
Low Tox 0.2854869 Constructive 0.705 Personal_Narrative
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
There are more serious reasons, and the total number of temporary work permit holders as a percentage of the Canadian population is just a small fraction, while there is unemployment and crisis around the world, …
There are more serious reasons, and the total number of temporary work permit holders as a percentage of the Canadian population is just a small fraction, while there is unemployment and crisis around the world, and the impact of Trump’s tariffs. But immigrants are seen as the black sheep and blamed for everything in all agendas of both parties. If the Canadian government wants to limit businesses from hiring temporary work permit workers, they should set a quota for them. Businesses that cannot hire Canadian workers must leave those positions vacant. All companies like Tim Hortons, Metro, Farms, fast food shops, etc. should be banned from hiring temporary permit workers, and any company that hires more than 10% of its staff must be seriously fined. Is it difficult to do? Too easy.
Identity Attack0.11512129
Insult0.089778624
Profanity0.027273865
Threat0.0075083673
Severe Toxicity0.0046157837
Low Tox 0.19124292 Constructive 0.657
Oct 1, 2025 1 likes IRCC Names India in Study …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the …
We have a serious unemployment crisis in this country that is particularly affecting young Canadians. The unemployment rate has been continuously going up over the last three years. It has now hit 7.1%, but the youth unemployment rate is really at catastrophic levels, at 14.5%. Many young people are desperately looking for jobs and are unable to find them.
Identity Attack0.0052906936
Insult0.010818896
Profanity0.009784333
Threat0.0062008454
Severe Toxicity0.0006341934
Low Tox 0.019854378 Constructive 0.581 Economic_Argument
Sep 30, 2025 25 likes IRCC Names India in Study …

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.