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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: "Justin needs to change his …" 4 comments
We need Steven Harpen back .. not other kind or unresponsible we’re getting the white peoples jobs for e.g financial officers , immigration officers, educational officers, police headquarters officers etc all the top officials changed …
We need Steven Harpen back .. not other kind or unresponsible we’re getting the white peoples jobs for e.g financial officers , immigration officers, educational officers, police headquarters officers etc all the top officials changed to IMMIGRANTS get those jobs now: Jamaican African South Americans Guyanese caribbeans etc… When Stephen Harpen was in seat: NO AND NIT ANYONE OR EVERYONE CAN TOUCH CANADIAN SOIL. I’m a disabled Canadian and cannot get a job over 5yrs now. Thanks to f’kn JUSTIN Trudeau ..Now Mark Carney
Identity Attack0.3817989
Insult0.26395
Profanity0.078378424
Threat0.013165667
Severe Toxicity0.020257099
Moderate 0.36095104 Constructive 0.552 Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the …
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the people from India have taken jobs at Esso, Shell, Tim Hortons. Citcle K, McDonald's, Walmart!!!
Identity Attack0.27682206
Insult0.07903719
Profanity0.014190876
Threat0.009981008
Severe Toxicity0.006790161
Low Tox 0.2359567 Constructive 0.705 Economic_Argument
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - Winnipeg Labs - SNC Scandal - Aga Khan trip Scandal - $84k Jamaican Vacation - $6k/night for a single room for the Queen's Funeral - $1.3 Million on 3 'Affordability Retreats' - China Election Interference - Chinese Police Stations in Canada - Green Slush Fund Scandal - Funding Islamic groups who are protesting in support of Hamas - $1 Billion paid out for Hotels for Immigrants - $40 Million to fire staff - A Billion Dollars to CBC to collapse their credibility - Blocking Veterans Affairs Committee investigation - $29 Billion in cost overruns on TMX - Expanding MAiD into those with Mental Illness - $2 Billion to invest in companies that don't exist - $500 Million to fund abortions in other countries - WE Scandal - CPP increase and CPP2 - Highest inflation in 30 years - Highest interest rates in 30 years - Unsustainable immigration - Forcing Untested Vaccinations - Ignoring Vaccine Injured - 11 Million Canadians requiring Food Banks - Tent Cities in every major city - Housing and Rent prices skyrocketing - Healthcare Collapsing - Out of-control spending by the Governor General - Overpayment of CERB payments to prisoners, people who don't qualify, people who don't live in Canada - 10k Ventilators, purchased from a Liberal Friend, that never got used because they were never needed - $300 Million for storage of Mobile Hospitals that were never used - $400 Million for Quarantine Hospitals - Illegally using the Emergencies Act against Canadians - Firing Federal workers and not paying them El based on Vaccination Status - $30 Billion in making batteries for cars, while EV Manufacturers are divesting from EV Technology - $9 Million in Cricket factory for Human consumption - Accusing India of killing citizens on Canadian Soil - Soiling relations with China - Telling Germany, Japan and Greece that we don't want their business on LNG - Violent protesters allowed to escalate without recourse - Violated Canadian Charter of Rights - 2018 India Vacation Mr. Dressup - Elbow gate in HoC - 25% living in poverty - Housing is unaffordable. - Canadian forces made ineffective - Rising crime rate - Failed gun bans on lawful owner - An opioid epidemic - No progress on missing Aboriginal women - A divided country - Reduction of Canadian forestry management causing more forest fires - 6 billion to the Philippines for gender equality and fight climate change - 5 million ice rink on Parliament Hill - 8.6 million reno on the Herington Lake cottage - 2.5 million for the additional cottage at Herington lake for Sophie and kids - Safe injection sites, not so safe around children - Failed safe supply being sold for hard drugs - Legalization of hard drugs - Speaker Greg Fergus after partisan language appeared in an ad for an upcoming event in his riding - Fergus was found to have violated the act - Freeland by-election at by-election - Anthony Rota is thrown under the bus for the HoC Hunka clap-in. PMO’s office knew who he was before. - Mary Ng $17,000 ethical contract - Mary Ng named as one of the 11 MP's who allegedly conspired with foreign actors - Failed UN Security seat campaign of over 8.6 million - 300 million on redesigning the Canadian passport (what was wrong with the old design, not WOKE enough?) - 220k on in-flight catering Indo-Pacific trip, total for the trip over 2 million - Justin Trudeau bought his buddy Tom a $9 million condo in NYC - $28,000 to Randy Boissonnault’s former company - Randy Boissonnault faking indigenous to get grants/money - Randy Boissonnault steps away from HoC to be protected from his crimes - 25% of Canadians are living below the poverty line - Steven Guilbeault $30 Billion coverup - MP Joly’s husband top recipient of future entrepreneurs program - Immigration minister Marc Miller importing terrorists - $523K Joly Rush furniture order spending spree THIS IS NOT EVEN SCRATCHING THE SURFACE SHARE SHARE
Identity Attack0.10221587
Insult0.08484049
Profanity0.020442016
Threat0.008867673
Severe Toxicity0.006790161
Low Tox 0.19789438 Moderate Con 0.499 Policy_Critique
Sep 29, 2025 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.