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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 #}

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Active: "The senate in Canada has …" 4 comments
Tired also of A HUGE GROUP UNEDUCATED THAT SCREAMS INTO PEOPLES FACES IT'S THEIR LAND ( moved here by uk late 1800's)' WHERE NO LAW ENFORCEMENT IS REQUIRED ONLY TO KEEP LAW AS ABUSERS ' …
Tired also of A HUGE GROUP UNEDUCATED THAT SCREAMS INTO PEOPLES FACES IT'S THEIR LAND ( moved here by uk late 1800's)' WHERE NO LAW ENFORCEMENT IS REQUIRED ONLY TO KEEP LAW AS ABUSERS ' NOT ACCOUNTABLE BIENG IN RINGS OF GOV THAT HAVE PORTFOLIOS AND SEATS IN HOUSE OF PARLIAMENT [ IE : OF AUTO INDUSTRY ] THAT SELLS MILLIONS OF DOLLARS OF IT STOLEN from and by paid terrorists from OFF SHORE to sell off shore THAT OVER PURCHASE IN PRODUCTION ABSORPTION ABILITY WITH NO VIABLE MEANS OF CREDIT TO PROVE IT = TO BE A DISTRACTION OF TERRORISM TO HAVE SENATE SEAT DOORS OPEN TO USA 5TH AMENDMENTS TO PROSTITUTED LAWS OF NO ACCOUNTABILTY IN TRAFFICKING AND ABUSEMENT AS THE ENTITLEMENT AND PRIVELEDGE HELD IN A PALISTINIAN STATE OF PRISON POLICIES IN AND ON COMMON GROUND TO UK PARLIAMENT IN CANADA, DEPENDANT ON RESOURCES AND REVENUE USED TO BRIBE FOREIGN COUNTRIES TO TRADE DRUGS FOR WEAPONS AND.....NO ONE NOTICES 600,000 CHILDREN MURDERED AS A RITUALISTIC RIGHT FOR " APPEASING " A DISGUSTING MORON ZIONIST THAT HAS NOTHING TO DO WORSHIPPING SATAN BUT HAS EVERYTHING TO DO WITH " FORCING" A FALSE POWER THAT INITIATES BRUTALITY AS TO "OBEYED" - NOT GUIDED BY EDUCATION TO SUCCESS ( OF A FAMILY - A TINY FAMILY OF 3 OR 4 BUT GIVE WAY FOR POVERTY WHORES TO BE RULER OF STATGITORY RAPES AND PREGNANCIES WITHOUT CHILD SUPPORT AS A NORM STRIPPING MEN OF SELF RESPECT, DIGNITY, PHYSICALLY AGILE - RATHER THEY ARE BLADED BY CUTTING THEIR LINEAGE SHORT TO RAPE THEIR AMOUNTS EARNED OR CHILDREN TO " NOT" BE ABLE TO LAY ROOTS FOR HERITARY RIGHTS OF STABILITY - EVEN JUST A $30,000.00 /CDN MONITARY OF A FAMILY FOR EDUCATION FUNDS FOR THEIR CHILDREN ARE SELECTED FOR ONLY A CERTAIN TYPE TO GROW TOWARD AND INTO 2ND LEVEL EDUCATION RIGHTS, 3RD LEVEL MEDICAL, 4TH LEVEL ARCHITECTURE, 5TH LEVEL LAW, ETC IE; LOGISTICS AIRPORTS AND SECURITY AIR WATER GROUND ETC - IN A GIC OR SAVINGS ACCOUNT CAN BE FALSELY OUT BIDED BY EXSCUSING DURATIONS OF EMPLOYMENT OF THAT INDIVIDUAL " FAMILY" : . #8 - 11:20 PALISTINIAN ROLL ( NWT '- UK) WITH THE HITLER WACK ( USA ) PALI STACK HIT WITH A WAK. 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 F THE FUCK OUT AND PLANKED!! GET OUT SAUDI DON'T OWN THIS HEMISPHERS RESOURCES NEITHER DOES RUSSIA. 2:00 2:00 2:00 2:00 2:00 2:00 2:00 MY LAND IS MINE - NOVS SCOTIA - CROWN OF SCOTLAND - NOT UK NOT CANADA NOT USA F THE FUCK OUT AND F U - TOO!! 20:32 20:32 20:32 20:32 20:32 8/27/2025 20:32 20:32 20:32 20:32
Identity Attack0.050443888
Insult0.27146968
Profanity0.059948977
Threat0.012440704
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.306
Aug 28, 2025 Why Canadians Are Turning Against …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current Minister of Immigration, Refugees and Citizenship. She was appointed to the role in May 2025 by Prime Minister Mark Carney following the April 2025 federal election. Her current activity is defined by a shift toward more restrictive and "talent-focused" policies. Here is the technical breakdown of her recent initiatives: 1. 2026 Express Entry Overhaul On February 18, 2026, Diab announced significant adjustments to the Express Entry system. The primary objective is to transition from broad intake to "sustainable levels" while addressing specific labor gaps. * New Categories: Streams were added for researchers, senior managers, transport occupations (pilots/mechanics), and foreign military personnel recruited by the Canadian Armed Forces. * Medical Priority: A specific category was introduced for foreign medical doctors already possessing Canadian work experience. * Tightened Requirements: She doubled the category-specific work experience requirement from 6 months to 12 months. This move is designed to narrow the candidate pool and prioritize those with deeper integration into the Canadian labor market. 2. Legislative Reform (Bill C-12) Diab is currently championing a major immigration and border security bill (C-12), which is moving through its third reading in the Senate as of February 26, 2026. * Executive Power: The bill grants the Governor in Council (acting on cabinet advice) broad authority to vary, cancel, or suspend immigration documents and applications in the "public interest." * Asylum Restrictions: Diab has been vocal about curbing what she terms "fraudulent" claims. The legislation proposes making anyone who has been in Canada for over a year ineligible to claim asylum, and it restricts claims from those entering via land borders outside official ports of entry. 3. Shift in Strategy The Minister’s rhetoric marks a pivot from previous Liberal administrations. Her current messaging focuses on "taking back control" of immigration levels. While she continues to promote the recruitment of "the best and brightest," she has explicitly stated the government's goal is to reduce the total annual number of both permanent and temporary residents. Summary Table | Focus Area | Recent Action | |---|---| | Express Entry | Increased experience threshold to 12 months; added military/researcher streams. | | Asylum Policy | Supporting Bill C-12 to restrict claims made after 1 year of residency. | | Staffing | Recently appointed Isaac MacDonald (former P.E.I. Liberal executive) as Director of Parliamentary Affairs.
Identity Attack0.008916483
Insult0.07365121
Profanity0.10054382
Threat0.007353018
Severe Toxicity0.00459671
Low Tox 0.15490346 Constructive 0.655 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 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.