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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: "When your claim is rejected …" 15 comments
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want …
Of course the Liberals don't know what is going on. If they knew what was going on then they could be held accountable and it appears that is something no Liberal wants. They don't want to take responsibility ever for anything that they do and they rely on equally inept voters to keep them in office. As to the subject at hand, Canadians should not be responsible for immigrants or people claiming asylum health costs for anything past their first 6 months here. Going past 6 months indicates that they have yet to gain employment and are living off our backs. Those who are still here after being turned back should be located and sent packing immediately regardless of their present standing. For example, someone came here and was rejected but never left. Today they get picked up and now they claim they have a family here. They should still be removed because if they had left when they were supposed to they wouldn't have that family now would they. Yes, it may appear to be harsh but is it not harsh to use the funds provided by people who have a legal right to be here to support those who never should have been here?
Identity Attack0.11163961
Insult0.35505778
Profanity0.027820412
Threat0.007624879
Severe Toxicity0.005874634
Moderate 0.3302291 Constructive 0.611 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
Wake up Vassy. Rejected claims need to be deported within 30 days. Total nonsense and most are from countries that don't want to integrate either.
Wake up Vassy. Rejected claims need to be deported within 30 days. Total nonsense and most are from countries that don't want to integrate either.
Identity Attack0.059311368
Insult0.2679134
Profanity0.031391226
Threat0.0100069
Severe Toxicity0.0047302246
Moderate 0.30136615 Low Con 0.265 Policy_Critique
Feb 24, 2026 4 likes 'We do know that there's …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
When your claim is rejected then you should not go back out the front door but rather you're taken out the back door to a bus that takes you to a waiting plane to your …
When your claim is rejected then you should not go back out the front door but rather you're taken out the back door to a bus that takes you to a waiting plane to your home country. Appeal from there
Identity Attack0.01756594
Insult0.019354604
Profanity0.011902207
Threat0.011379151
Severe Toxicity0.0020599365
Low Tox 0.075294 Moderate Con 0.43 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred …
According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred to the Immigration and Refugee Board of Canada (IRB), which is the one to determine whether one is in need of Canada's protection or not. In this period, around 600 Cases were processed by the IRB, and close to 500 were officially accepted. People in the comments are freaking out over these numbers when Canada's economy needs no less than 250K immigrants per year to sustain itself. The system is working fine. Relax.
Identity Attack0.014752249
Insult0.028392024
Profanity0.02973333
Threat0.007094103
Severe Toxicity0.0020503998
Low Tox 0.06500591 Constructive 0.681
Dec 19, 2017 How much do refugees and …
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 …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for …
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for humanitarian cause and be legal longer
Identity Attack0.015053716
Insult0.015340924
Profanity0.014054239
Threat0.00704232
Severe Toxicity0.0015163422
Low Tox 0.0438942 Moderate Con 0.447 Policy_Critique
Feb 24, 2026 2 likes 'We do know that there's …
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
Identity Attack0.006178642
Insult0.012566907
Profanity0.0127561875
Threat0.008505191
Severe Toxicity0.0010633469
Low Tox 0.03828422 Low Con 0.229 Policy_Critique
Feb 24, 2026 3 likes 'We do know that there's …
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist …
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist to see me decided that I needed an MRI and I finally have a surgery for a torn medial meniscus. When I finally get the surgery I will have been off of work for a year with no compensation or treatment! A symptom of an overwhelmed population boom!
Identity Attack0.003089321
Insult0.015340924
Profanity0.011646013
Threat0.0070164283
Severe Toxicity0.0011062622
Low Tox 0.031213367 Constructive 0.672 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
Identity Attack0.0032188136
Insult0.009678889
Profanity0.010194245
Threat0.0064468146
Severe Toxicity0.00068187714
Low Tox 0.019728716 Low Con 0.206 Question
Feb 27, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.