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: "He is such a Brilliant …" 11 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 …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Identity Attack0.38699543
Insult0.26957804
Profanity0.09899642
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.37458646 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians r turning against immigrants.. instead of turning against who allowed those immigrants in in the first place. Brilliant guys! U have finally reach the thinking level of a goldfish!
Canadians r turning against immigrants.. instead of turning against who allowed those immigrants in in the first place. Brilliant guys! U have finally reach the thinking level of a goldfish!
Identity Attack0.2803029
Insult0.25404143
Profanity0.019007329
Threat0.0076119336
Severe Toxicity0.008544922
Moderate 0.32397532 Low Con 0.214
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Identity Attack0.0020256327
Insult0.0810151
Profanity0.014054239
Threat0.006155535
Severe Toxicity0.0014877319
Low Tox 0.15324512 Constructive 0.612 Policy_Critique
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
Trump said he was going to build a wall , and Mexico was gonna pay for it. Then he gets in a second time and he did build a wall , and Mexico and Canada …
Trump said he was going to build a wall , and Mexico was gonna pay for it. Then he gets in a second time and he did build a wall , and Mexico and Canada are paying for it. Brilliant!
Identity Attack0.09741807
Insult0.031807642
Profanity0.01220964
Threat0.011508608
Severe Toxicity0.0040245056
Low Tox 0.14256015 Low Con 0.264 Humor_Satire
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
"Im from Portugal. Lisbon. . . Abrigardo." Hahahaha brilliant 14:18
"Im from Portugal. Lisbon. . . Abrigardo." Hahahaha brilliant 14:18
Identity Attack0.04822223
Insult0.024640027
Profanity0.05017922
Threat0.010809537
Severe Toxicity0.005836487
Low Tox 0.11129999 Moderate Con 0.481 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent …
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent from Europe and Asia as well. But the USA doesn’t want this to happen, so these propaganda channels are becoming active. Look at the timing of this video. Keep in mind that the most brilliant minds from Asia, Europe, and even your own country are working for Canada that’s why companies are recruiting them so assuming they have no civic sense doesn't make sense . At the same time, you must be able to identify the moles among them. Trudeau has already given authority to an alleged Indian terrorist within his regime. A wise decision is needed for your country's growth
Identity Attack0.050671257
Insult0.039444692
Profanity0.019143965
Threat0.0074306927
Severe Toxicity0.002861023
Low Tox 0.11129999 Constructive 0.531 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Another brilliant video :)
Another brilliant video :)
Identity Attack0.008842488
Insult0.012034904
Profanity0.02522431
Threat0.011793415
Severe Toxicity0.0035858154
Low Tox 0.032156147 Moderate Con 0.402 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The man on the bike is absolutely brilliant.
The man on the bike is absolutely brilliant.
Identity Attack0.0037182847
Insult0.014162917
Profanity0.015079016
Threat0.008362788
Severe Toxicity0.0016880035
Low Tox 0.029917045 Moderate Con 0.367 Meta_Commentary
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Identity Attack0.0030708222
Insult0.013478912
Profanity0.009750174
Threat0.0070164283
Severe Toxicity0.0009012222
Low Tox 0.025910228 Low Con 0.244 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
"we are making food, this one is food, this one is also food" brilliant
"we are making food, this one is food, this one is also food" brilliant
Identity Attack0.0032743104
Insult0.0115029
Profanity0.013371054
Threat0.006912862
Severe Toxicity0.0013065338
Low Tox 0.025085296 Low Con 0.273 Humor_Satire
Nov 13, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)

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.