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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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Search comment text, filter by category or toxicity level
Active: "If the claim is bogus, …" 25 comments
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they …
Come on Vassy you are sounding rediculous. What does it matter 10,000 or 100,000 anyone committing a bogus claim needs to be weeded out and sent home. Doesn't this just make sense why should they have better health care than I do as a Canadian who has contributed for years.
Identity Attack0.02821777
Insult0.5543018
Profanity0.09001675
Threat0.012078222
Severe Toxicity0.01322045
Moderate 0.4838166 Moderate Con 0.457 Insult Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
99 percent of asylum claims are fake and bogus. Stop wasting hard earned taxpayers money. Deport them at their own expense. Stop this nonsense.
99 percent of asylum claims are fake and bogus. Stop wasting hard earned taxpayers money. Deport them at their own expense. Stop this nonsense.
Identity Attack0.08583717
Insult0.46625584
Profanity0.062454045
Threat0.03407705
Severe Toxicity0.010681152
Moderate 0.4269174 Low Con 0.207 Unverified_Claim
Dec 24, 2025 384 likes Deportations From Canada at Their …
Liberals destroyed the whole system in this country! From sending money to corrupt Ulraine regime, paying free hotels and giving money to bogus claims! Next level corruption and wasting of taxpayers money 💰
Liberals destroyed the whole system in this country! From sending money to corrupt Ulraine regime, paying free hotels and giving money to bogus claims! Next level corruption and wasting of taxpayers money 💰
Identity Attack0.11860296
Insult0.3682569
Profanity0.025907494
Threat0.009385503
Severe Toxicity0.007286072
Moderate 0.37576625 Low Con 0.213 Policy_Critique
Feb 24, 2026 'We do know that there's …
If you commit crime or bogus claim...should be deported and ne er allowed back or able to immigrant ever again...including their closest relatives
If you commit crime or bogus claim...should be deported and ne er allowed back or able to immigrant ever again...including their closest relatives
Identity Attack0.36702603
Insult0.14331897
Profanity0.043916557
Threat0.13363713
Severe Toxicity0.015931819
Moderate 0.3389984 Low Con 0.247 Policy_Critique
Feb 24, 2026 'We do know that there's …
Bogus asylum claim ??? Deport immediately
Bogus asylum claim ??? Deport immediately
Identity Attack0.2764353
Insult0.16788013
Profanity0.035900343
Threat0.094697006
Severe Toxicity0.018449519
Moderate 0.3317266 Low Con 0.157 Call_To_Action
Feb 25, 2026 'We do know that there's …
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 …
deport all bogus claim makers today, don't care if they have started a family in the mean time. send the family along with them
deport all bogus claim makers today, don't care if they have started a family in the mean time. send the family along with them
Identity Attack0.18235919
Insult0.15485314
Profanity0.057443913
Threat0.14485972
Severe Toxicity0.01302678
Moderate 0.32236105 Low Con 0.23 Call_To_Action
Feb 24, 2026 3 likes 'We do know that there's …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
If the claim is bogus, they should be put in prison for 3 years to deter future activity, then deported
If the claim is bogus, they should be put in prison for 3 years to deter future activity, then deported
Identity Attack0.07508347
Insult0.06459839
Profanity0.054437835
Threat0.16067244
Severe Toxicity0.008811951
Low Tox 0.26293078 Low Con 0.165 Call_To_Action
Feb 23, 2026 17 likes 'We do know that there's …
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Bogus claims and cheating the system in the government coz mostly are Indians descent in the offices especially in the country Canada. Better watch the government employees around the country and provinces.
Identity Attack0.2463217
Insult0.08558089
Profanity0.017436003
Threat0.0070164283
Severe Toxicity0.0044059753
Low Tox 0.23667802 Moderate Con 0.425 Unverified_Claim
Dec 15, 2025 1 likes IRCC Names India in Study …
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 …
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
Identity Attack0.015958117
Insult0.08582769
Profanity0.030639706
Threat0.011275585
Severe Toxicity0.0035858154
Low Tox 0.18174082 Low Con 0.105 Policy_Critique
Feb 24, 2026 'We do know that there's …
common sense, If an individual has been found to have a bogus claim, then deport them.
common sense, If an individual has been found to have a bogus claim, then deport them.
Identity Attack0.05089863
Insult0.04442204
Profanity0.02119352
Threat0.100830056
Severe Toxicity0.0049591064
Low Tox 0.18079062 Low Con 0.162 Policy_Critique
Feb 24, 2026 224 likes 'We do know that there's …
Imagine not costing us 78 million from the get go? Start filtering these bogus refugee claims.
Imagine not costing us 78 million from the get go? Start filtering these bogus refugee claims.
Identity Attack0.05089863
Insult0.082619295
Profanity0.02071529
Threat0.007573096
Severe Toxicity0.0029182434
Low Tox 0.17805049 Low Con 0.149
Dec 23, 2025 454 likes Deportations From Canada at Their …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Identity Attack0.027614836
Insult0.083112895
Profanity0.020783609
Threat0.0074954215
Severe Toxicity0.0024795532
Low Tox 0.16851899 Moderate Con 0.316 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
This is a bogus claim.
This is a bogus claim.
Identity Attack0.006511623
Insult0.033460364
Profanity0.03489832
Threat0.0074824756
Severe Toxicity0.0023460388
Low Tox 0.104361884 Low Con 0.166 Meta_Commentary
Feb 23, 2026 2 likes 'We do know that there's …
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 …
Those numbers need to be higher. There's a lot of bogus claims.
Those numbers need to be higher. There's a lot of bogus claims.
Identity Attack0.007991537
Insult0.030926194
Profanity0.022969801
Threat0.0070034824
Severe Toxicity0.0015640259
Low Tox 0.08241652 Moderate Con 0.314 Policy_Critique
Dec 24, 2025 248 likes Deportations From Canada at Their …
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
Identity Attack0.029917859
Insult0.027841117
Profanity0.012858666
Threat0.006576272
Severe Toxicity0.0016880035
Low Tox 0.081625134 Moderate Con 0.31 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Identity Attack0.0054756827
Insult0.030044744
Profanity0.019622196
Threat0.007883795
Severe Toxicity0.0016021729
Low Tox 0.079250954 Low Con 0.187 Policy_Critique
Feb 24, 2026 2 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 …
But you need to give a number of the bogus claims....YES everyone agree bogus claim should Not get helath benifits ok, BUT HOW MANY ? '......''give or take actually half "....lol
But you need to give a number of the bogus claims....YES everyone agree bogus claim should Not get helath benifits ok, BUT HOW MANY ? '......''give or take actually half "....lol
Identity Attack0.0035887922
Insult0.02425329
Profanity0.017982552
Threat0.0069905366
Severe Toxicity0.0014877319
Low Tox 0.056263726 Moderate Con 0.397 Question
Feb 24, 2026 1 likes 'We do know that there's …
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
Conservatives proposal is to end presumption of innocence. Instead, we should expedite and strengthen the asylum prcess so that bogus claims are quickly dismissed
Identity Attack0.015254694
Insult0.018774498
Profanity0.015932998
Threat0.0097738765
Severe Toxicity0.0015449524
Low Tox 0.051810697 Moderate Con 0.317 Policy_Critique
Mar 2, 2026 'We do know that there's …
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Identity Attack0.010433395
Insult0.022899706
Profanity0.012858666
Threat0.006155535
Severe Toxicity0.0009822845
Low Tox 0.046120718 Low Con 0.199 Unverified_Claim
Feb 25, 2026 'We do know that there's …
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 …

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.