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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: "What about the person who …" 429 comments · Page 15 of 18
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 …
Always protect the culture of the place but Indians are also contributing to the economy higher than average per person
Always protect the culture of the place but Indians are also contributing to the economy higher than average per person
Identity Attack0.053854458
Insult0.01767874
Profanity0.01887069
Threat0.0070034824
Severe Toxicity0.0021648407
Low Tox 0.058737632 Moderate Con 0.492 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Why does it cost over $4300 per person to remove?
Why does it cost over $4300 per person to remove?
Identity Attack0.0055866763
Insult0.0116169015
Profanity0.015932998
Threat0.0347677
Severe Toxicity0.0022602081
Low Tox 0.058490243 Low Con 0.244
Dec 28, 2025 Deportations From Canada at Their …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met at work places. I had been a lucrative business for business owners who gain more from the fraudulant international student problem than the businesses themselves. There are lots of small businesses just for that purpose, I believe. This issue have to be addressed from across the isle.
Identity Attack0.025605056
Insult0.026444806
Profanity0.015147334
Threat0.006641001
Severe Toxicity0.0012969971
Low Tox 0.05824285 Constructive 0.813
Oct 7, 2025 IRCC Names India in Study …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
$420 per person? Is that a joke? Let me know when you lower it $10,000 per person.
$420 per person? Is that a joke? Let me know when you lower it $10,000 per person.
Identity Attack0.0019886347
Insult0.021610579
Profanity0.0127561875
Threat0.008556974
Severe Toxicity0.0013065338
Low Tox 0.055274166 Low Con 0.244 Policy_Critique
Jan 21, 2026 Canada’s new rules in 2026
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Identity Attack0.035331827
Insult0.017420914
Profanity0.019075647
Threat0.0086087575
Severe Toxicity0.0018501282
Low Tox 0.055026773 Constructive 0.693 Policy_Critique
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Identity Attack0.034558404
Insult0.020063626
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.0021457672
Low Tox 0.05205809 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
Identity Attack0.00621564
Insult0.023221988
Profanity0.017162729
Threat0.0063432488
Severe Toxicity0.0012302399
Low Tox 0.051068526 Constructive 0.513 Personal_Narrative
Sep 19, 2025 315 likes Inside Canada's Indian Metropolis (Brampton)
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone …
Glad that this problem is being tackled...but...the person from Alberta does not have much time she says,,,so hurry up. This is not the time to hurry ma'am...be polite and please don't imitate the pushy tone that's being used south of the border. It is a question-session not the inquisition.
Identity Attack0.008139528
Insult0.023479814
Profanity0.0118338885
Threat0.007029374
Severe Toxicity0.0011491776
Low Tox 0.050821137 Constructive 0.717
Oct 1, 2025 IRCC Names India in Study …
Was arguing online with a person who said getting legalized was through a raffle. 😂
Was arguing online with a person who said getting legalized was through a raffle. 😂
Identity Attack0.0042177555
Insult0.016860934
Profanity0.019280603
Threat0.008556974
Severe Toxicity0.0015258789
Low Tox 0.049336795 Low Con 0.242
Jul 26, 2019 How much do refugees and …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try not to be a burden to the government. True too with other nationalities that come over but unfortunately not all.
Identity Attack0.035847444
Insult0.01632893
Profanity0.011065305
Threat0.0059095654
Severe Toxicity0.0009870529
Low Tox 0.049089402 Constructive 0.815 Policy_Critique
Aug 30, 2025 5 likes Why Canadians Are Turning Against …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after working • Access to free settlement services (language training, job help) • Eligible for social assistance (welfare) only if unemployed and meeting provincial rules 2. Provincial Nominee Programs (PNP) • Same benefits as Express Entry once PR is granted • Free settlement and employment services • Provincial welfare only if financially eligible • No free housing or tickets 3. Quebec immigration programs • Quebec health insurance (RAMQ) • Free French language courses (often with small allowances) • Settlement services • Social assistance if eligible • No free tickets or housing by default 4. Family sponsorship • Sponsored person gets PR benefits (health care, settlement services) • Sponsor is financially responsible (government usually does NOT pay welfare) • No free housing or travel • Parents/grandparents have limited access to benefits initially 5. Work permit → PR • No welfare while on work permit • Employer-paid salary only • Health insurance varies by province • After PR: same benefits as other permanent residents • No accommodation or tickets 6. Study → work → PR • No welfare for students • Students pay tuition and living costs • Limited work income allowed • After PR: eligible for health care, settlement services, welfare if needed 7. Business / Start-Up Visa / entrepreneur programs • No welfare or housing support • Must prove sufficient funds • Access to public health care after PR • No tickets, no accommodation 8. Caregiver and sector-specific programs • Paid employment (salary) • Health insurance coverage • Settlement services • Welfare only after PR and if eligible • No free housing unless employer provides it 9. Refugee and humanitarian programs • Government-assisted refugees may receive: • Temporary income support • Temporary housing or housing assistance • Basic living allowance • Health coverage (IFHP) • Settlement services • Sometimes travel loans (not free tickets; must be repaid) • Privately sponsored refugees supported by sponsors, not government
Identity Attack0.025002124
Insult0.018001022
Profanity0.013678487
Threat0.0069516995
Severe Toxicity0.0025177002
Low Tox 0.04785245 Constructive 0.605 Question
Dec 25, 2025 Deportations From Canada at Their …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Identity Attack0.012641981
Insult0.020192537
Profanity0.0113044195
Threat0.0070552654
Severe Toxicity0.0013637543
Low Tox 0.046120718 Constructive 0.726 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
This guy in the bike hat could the whole show. All I wanted was to hear more. This guy has to be the open spoken person I have seen.
Identity Attack0.0043102503
Insult0.020321451
Profanity0.016752819
Threat0.007197669
Severe Toxicity0.0016403198
Low Tox 0.044141594 Moderate Con 0.493 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would a sane person move from Canada to Magastan?
Why would a sane person move from Canada to Magastan?
Identity Attack0.018168874
Insult0.019419061
Profanity0.010108846
Threat0.0066280556
Severe Toxicity0.0015830994
Low Tox 0.0438942 Low Con 0.183 Comparative_Framing
Feb 23, 2026 Inside Canada's Indian Invasion...
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
I personally think that Canada should focus on its own people. Yes, immigration has stopped in the USA, but that does not mean that we should take them.
Identity Attack0.029144434
Insult0.013668913
Profanity0.0113385795
Threat0.0073918556
Severe Toxicity0.0012969971
Low Tox 0.04315203 Constructive 0.552 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Identity Attack0.008731495
Insult0.016556932
Profanity0.0118338885
Threat0.008220384
Severe Toxicity0.001335144
Low Tox 0.04216247 Moderate Con 0.35 Policy_Critique
Feb 23, 2026 15 likes 'We do know that there's …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per day per person to track them down. This should be deducted from the Liberal party's salary and not the tax payers! Or better yet, seize/freeze Trudeau's bank account/pension!!!!
Identity Attack0.006955597
Insult0.017292
Profanity0.0103821205
Threat0.008311004
Severe Toxicity0.0013446808
Low Tox 0.041915078 Constructive 0.637
Sep 29, 2025 IRCC Names India in Study …
Now...try seeing this from the perspective of a First Nations person...
Now...try seeing this from the perspective of a First Nations person...
Identity Attack0.015857628
Insult0.015340924
Profanity0.011253181
Threat0.006440342
Severe Toxicity0.0011587143
Low Tox 0.0414203 Moderate Con 0.366
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Citizens of oil rich UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman)generally do not pay personal income tax on salaries... hmmmmm Canada
Citizens of oil rich UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman)generally do not pay personal income tax on salaries... hmmmmm Canada
Identity Attack0.023997234
Insult0.014884921
Profanity0.011082385
Threat0.0063367756
Severe Toxicity0.0014400482
Low Tox 0.038519915 Low Con 0.251 Comparative_Framing
Jan 21, 2026 Canada’s new rules in 2026

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.