Skip to content
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’m from Ukraine and we …" 3 comments
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Um so tired of going to a store all immigrants working. Make a phone call it's answered by an immigrant. You can't understand them . I love on ccpd I don't get old age pension …
Um so tired of going to a store all immigrants working. Make a phone call it's answered by an immigrant. You can't understand them . I love on ccpd I don't get old age pension yet. I'm too old to get the child tax credit and I'm on a Canada pension disability. I get 713.00 a min to live on. Period. That's it. 😢😢😢 I struggle every day. I live in a seniors housing complex..so my rent is adjusted to fit my income. Thank God for housing I'd be homeless if it wasn't for them. 😢😢 But the immigrants have money. Have jobs. Drive new cars. Get free rent for a year. I waited 9.5 hours at the emergency😢😢 not the Indians they have Indian drs that work there for them. How in the hell is this ok. I ended up leaving the emergency I couldn't wait any longer. I sat there in pain all that time and two Indian families came in during that time and within 20 min at the most they were in and out. They even have an advertisement in the emergency room in their language with all the Indian drs working there. Wtf is going on. I'm tired of seeing these people. They are opening businesses here. Everything you see now is written in English, French and Indian. They call it our third language now. There are building going up that have only immigrants in them. A d I live in a small town but the city. Come on. They stopped saying the Lord's prayer in schools. They can't say Merry Christmas. Christmas concerts are called Holliday concerts now. Our kids don't know the national a them they stopped that. They don't know the Lord's prayer they stopped that. The schools are changed to not make other nationalities feel bad. They get their Holliday's off and our Holliday's off..why? We don't get their off. Yeah I'm just a plain white person who lived in Canada all my life. 64 years. I've never seen this in my days. Never. Everything is destroyed. This feels like India 😢😢😢. We have to stop this. They need to leave. They are not here because of war or danger for their lives. They are here to take the jobs, take over our culture and country. Now we have to be careful what we say or were called racist. I'm white I lived in the hood all my life. With black people. I have alot of black friends even family but this is so damn reducilous. Who are they a d why are they here. Canada doesn't take care of us any more. Or help us people who need it. We are homeless in the streets you don't see Indians homeless, hell no. So Carney step up a x fix what Trudeau ruined. Please. This is not the country I'm used to it's India. Not Canada. I have friends from Ukraine. Now they are brought here because of the war. I get it. But they have their own immigration dr. And they've been here 2.5 years if that and bought their own home a year ago. How is this possible? The first year Canada paid their rent for a year. I live on 713.00 a month. He's a month. I live in seniors housing. I can't get enough to live on. I struggle every day😢😢😢 no one will help me. I'm alone and have nothing while Canada is supporting these immigrants and saying to hell with you if your Canadian . Yes I said it. How can someone live in what I get a month. I don't get anything else and like I said if it wasn't for housing I'd be in the street while Canada brings over immigrants from India that are not here because of war. Just to make more money to send home and take everything from us. They are laughing at us everyone is. Wake up people. We are the minority in our own country😢😢😢😢😢 I'm so done
Identity Attack0.21470967
Insult0.100019015
Profanity0.034146797
Threat0.007586042
Severe Toxicity0.008773804
Low Tox 0.25084448 Constructive 0.81
Aug 27, 2025 2 likes Why Canadians Are Turning Against …

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.