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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

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Active: "Stay out spend money in …" 8 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 consider myself International( 3ed generation Canadian) because I spent half of my life working in many countries. Canada was always my home until about 15 years ago when I started feeling that thigs are …
I consider myself International( 3ed generation Canadian) because I spent half of my life working in many countries. Canada was always my home until about 15 years ago when I started feeling that thigs are changing in the wrong directions not only the immigration influx but total anti-Christian war, morality, family values, sexualization of children etc etc. its all gone to HELL !! This is not only about money and cheap labor, rather the NEW WORLD ORDER that the Western ELITES have implementing for decades. The same thing that's happening to us Canadians, it's happening to Americans, Britian, France, Spain, Italy, Germany and most of our G20 group because they all agreed to this globalization, and neoliberal policies. Now that my children graduated, I have moved them to an east European country where all my values and beliefs are still intact. I will be leaving Canada soon with a very sad heart, in my mind I will keep the Canada that I once loved. THIS IS ALL PLANNED it's not a mistake !! The countries in EU that don't allow for mass immigrants are being targeted, sanctioned, fined in the billions and are forcing to oust the governments ( Hungary, Slovakia, Poland etc )!! Government wants racial hearted and that's why it allows things that aggravates the Canadians...it's all about control and fear, they want us te fear each other !! If Canadian government wanted a high birth rate than it should have given the money that they spend on new immigrants to Canadian mothers in order to stay home and have more kids. Many countries have birth incentives for more than 2 children, countries that are nowhere economically on the Canadian level. Simply as I said, this is about globalization !!!
Identity Attack0.28034934
Insult0.2838064
Profanity0.25001678
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Aug 26, 2025 Why Canadians Are Turning Against …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any business and pay better taxes to contribute better. Sorry to say, we love white people. I myself had to spend 5 years, put in efforts to make white friends, chinese, japanese, arab, black friends (in order to learn canadian culture and try to adjust myself in it, without compromising extremely on my spiritual beliefs and positive aspects of my culture). quite a few are very good friends and discuss my problems and share theirs while others behave like they are somehow supreme than me... 6.5 years in Canada, worked hard to assimilate and now, Federal Government backstabbed me for PR along with a minimum wage paying, but expecting $30 results employer (white-canadians)... So, I guess, people who are not trusting them knew something that I didn't... I never worked cash never tried to misrepresent myself to IRCC and this is what I am made feel... while 100s of people did cash jobs, saved money and today are getting PRs... still I am trying my best to stay legally, without exploiting loopholes... but, I feel scammed by the canadian dream.
Identity Attack0.293411
Insult0.0818789
Profanity0.037904397
Threat0.008246276
Severe Toxicity0.008773804
Low Tox 0.25462922 Constructive 0.706 Personal_Narrative
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Yes stay in canada money is better spend here in our country mr stump going too sink usa
Identity Attack0.0012413493
Insult0.0029865694
Profanity0.00018919048
Threat0.040129766
Severe Toxicity0.000017283843
Low Tox 0.052940443 Economic_Argument
Dec 9, 2025
It’s simple stay home, spend your money in Canada.
It’s simple stay home, spend your money in Canada.
Identity Attack0.000091080685
Insult0.00038772888
Profanity0.000021977181
Threat0.000036085523
Severe Toxicity0.0000017691739
Low Tox 0.00087425276 Call_To_Action
Dec 9, 2025
Stay out spend money in Canada on Canadian goods !
Stay out spend money in Canada on Canadian goods !
Identity Attack0.0000798328
Insult0.00023770213
Profanity0.000021779222
Threat0.00003846821
Severe Toxicity0.0000018742239
Low Tox 0.00068002206 Call_To_Action
Dec 9, 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.