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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: "Deport all expired visas." 11 comments
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While …
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While the "One-Touch" digital system exists to speed up paperwork, every asylum seeker must still provide biometrics (fingerprints) and undergo a security/background check against global law enforcement databases upon arrival. 2. Denied claimants keep their health benefits. TRUE (But temporary). Benefits continue as long as the legal process is active. Because Canada allows for appeals and judicial reviews, a person whose claim is initially "denied" by the board is still considered to be "in the process" and keeps coverage until all legal appeals are exhausted. 3. There are 500,000 "lost" people due for deportation. FALSE. This number is a massive inflation. It likely refers to a total estimate of all people in Canada with expired visas (including students and workers). The number of people specifically "wanted" for deportation after a failed refugee claim is estimated to be closer to 30,000–50,000. 4. Refugees get dental and vision care that some Canadians don't. TRUE. The federal IFHP program does cover basic dental and vision for claimants because they aren't eligible for provincial health cards yet. Many Canadians only get these benefits through private insurance or specific low-income programs, though the new Canadian Dental Care Plan is currently closing that gap for seniors and children. 5. 10,000 people "vanish" from the system annually. UNVERIFIED. This was a specific estimate given by a union head during testimony. While the government tracks "abandoned claims," they don't officially classify them all as "vanished," as many are eventually located or leave the country voluntarily.
Identity Attack0.10221587
Insult0.802824
Profanity0.6919765
Threat0.025789235
Severe Toxicity0.35368225
Toxic 0.8629672 Constructive 0.712 Insult Unverified_Claim
Dec 21, 2025 Thousands of refugees allowed into …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
It's time to deport Immigrants with expired visa's
It's time to deport Immigrants with expired visa's
Identity Attack0.46028158
Insult0.15769513
Profanity0.058445938
Threat0.091630474
Severe Toxicity0.022452017
Moderate 0.3977292 Low Con 0.231
Oct 12, 2025 IRCC Names India in Study …
Not high enough, need continue deporting people. There are lots of Indians with expired Visas and are here illegally
Not high enough, need continue deporting people. There are lots of Indians with expired Visas and are here illegally
Identity Attack0.42615733
Insult0.15485314
Profanity0.054437835
Threat0.030278467
Severe Toxicity0.01735206
Moderate 0.35186127 Low Con 0.293 Call_To_Action
Dec 30, 2025 Deportations From Canada at Their …
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
Identity Attack0.10221587
Insult0.061276767
Profanity0.014976538
Threat0.009256045
Severe Toxicity0.0037002563
Low Tox 0.17891699 Low Con 0.265 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Deport all expired visas.
Deport all expired visas.
Identity Attack0.089145996
Insult0.025800243
Profanity0.015318131
Threat0.021645326
Severe Toxicity0.004386902
Low Tox 0.15545623 Low Con 0.231 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported …
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported 10!
Identity Attack0.0543092
Insult0.019999169
Profanity0.012858666
Threat0.009074804
Severe Toxicity0.0024604797
Low Tox 0.10739898 Moderate Con 0.475 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens …
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens who have been criminally charged should be deported. The process is in place, it just needs to be adhered to.
Identity Attack0.030175667
Insult0.024768941
Profanity0.013268576
Threat0.020264024
Severe Toxicity0.002632141
Low Tox 0.10002319 Moderate Con 0.386 Policy_Critique
Feb 23, 2026 224 likes 'We do know that there's …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Identity Attack0.0064006294
Insult0.021868404
Profanity0.011594773
Threat0.0071588317
Severe Toxicity0.0013828278
Low Tox 0.051563308 Constructive 0.654
Dec 28, 2025 Deportations From Canada at Their …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …

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.