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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: "Their visa is expired, they …" 63 comments · Page 2 of 3
MORATORIUM for immigration is needed for at least 10 years 2026-2036, all those on expired visas need to leave or sent home by force. We cannot accept and integrate more immigrants, especially from CERTAIN countries.
MORATORIUM for immigration is needed for at least 10 years 2026-2036, all those on expired visas need to leave or sent home by force. We cannot accept and integrate more immigrants, especially from CERTAIN countries.
Identity Attack0.10221587
Insult0.030265106
Profanity0.011782649
Threat0.010447056
Severe Toxicity0.0043296814
Low Tox 0.14950264 Moderate Con 0.358
Jan 15, 2026 5 likes 2.9 million Canadian temporary visas …
Remigration! Require people with expired visas to return to the country of origin,.go to the back of the line, and apply again.
Remigration! Require people with expired visas to return to the country of origin,.go to the back of the line, and apply again.
Identity Attack0.08252834
Insult0.03522326
Profanity0.012312118
Threat0.009256045
Severe Toxicity0.0036239624
Low Tox 0.14950264 Low Con 0.274 Call_To_Action
Jan 19, 2026 2.9 million Canadian temporary visas …
I know 8 indians that workout at Planet Fitness that have expired visa and won't leave the country, Trudeau caused all of this...
I know 8 indians that workout at Planet Fitness that have expired visa and won't leave the country, Trudeau caused all of this...
Identity Attack0.07673789
Insult0.043250903
Profanity0.013336895
Threat0.0071588317
Severe Toxicity0.0023937225
Low Tox 0.12086493 Constructive 0.506 Unverified_Claim
Jan 20, 2026 14 likes Why Canada’s immigration system has …
there are currently 500,000 expired 'temporary' visa holders in Canada. We need to round them up and send them home.
there are currently 500,000 expired 'temporary' visa holders in Canada. We need to round them up and send them home.
Identity Attack0.040745795
Insult0.032689095
Profanity0.012073003
Threat0.01698343
Severe Toxicity0.0037384033
Low Tox 0.11140333 Moderate Con 0.42 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Identity Attack0.03223813
Insult0.033019636
Profanity0.012277958
Threat0.017328756
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.317 Policy_Critique
Feb 9, 2026 3 likes 2.9 million Canadian temporary visas …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go …
Too many were let in from one country; 195 countries in the world and 50% entry was given to one country. This has truly ruined the cultural mosaic of Canada. They all need to go back when their Visas expire.
Identity Attack0.039972372
Insult0.03489272
Profanity0.010655395
Threat0.0086087575
Severe Toxicity0.0023937225
Low Tox 0.10739898 Constructive 0.513
Jun 18, 2025 172 likes How Canada broke its immigration …
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 …
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Identity Attack0.034300596
Insult0.031256735
Profanity0.015728042
Threat0.0062137907
Severe Toxicity0.002117157
Low Tox 0.10566349 Low Con 0.232 Unverified_Claim
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
There are many Indian International " Students " visas expired. They are still in Canada. You can find them at Amazon warehouses
There are many Indian International " Students " visas expired. They are still in Canada. You can find them at Amazon warehouses
Identity Attack0.07425626
Insult0.023995465
Profanity0.013302735
Threat0.0064532873
Severe Toxicity0.0018978119
Low Tox 0.09308127 Moderate Con 0.416
Dec 25, 2025 56 likes Deportations From Canada at Their …
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Identity Attack0.024801146
Insult0.022319598
Profanity0.012141321
Threat0.0077025536
Severe Toxicity0.0019454956
Low Tox 0.07687678 Moderate Con 0.335 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. …
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. Our government has done nothing to force them to leave.
Identity Attack0.06749674
Insult0.017420914
Profanity0.013576009
Threat0.006874025
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.638 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
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 …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these people were removed from Canada there would be no housing crisis, no shortage of doctors, no shortage of anything. Immigration crisis solved. You’re welcome.
Identity Attack0.033527173
Insult0.017356457
Profanity0.010228404
Threat0.0097738765
Severe Toxicity0.0020694733
Low Tox 0.059727192 Moderate Con 0.404
Jul 23, 2025 1 likes How Canada broke its immigration …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
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 …
3 million Visas expired and the liberal government don't know where they are or don't care.
3 million Visas expired and the liberal government don't know where they are or don't care.
Identity Attack0.008435511
Insult0.020643732
Profanity0.0127903465
Threat0.006537435
Severe Toxicity0.001077652
Low Tox 0.044141594 Low Con 0.298 Policy_Critique
Feb 24, 2026 12 likes 'We do know that there's …
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
Identity Attack0.013646871
Insult0.017292
Profanity0.010518758
Threat0.006265574
Severe Toxicity0.0010061264
Low Tox 0.04216247 Constructive 0.557 Policy_Critique
Jan 6, 2026 7 likes Migrants cross into Canada near …
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Identity Attack0.0045137387
Insult0.015340924
Profanity0.0117997285
Threat0.009126588
Severe Toxicity0.001373291
Low Tox 0.03828422 Moderate Con 0.376 Call_To_Action
Jun 16, 2025 255 likes How Canada broke its immigration …
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Identity Attack0.0061416444
Insult0.013972916
Profanity0.011611853
Threat0.009074804
Severe Toxicity0.0011587143
Low Tox 0.036634352 Constructive 0.554 Unverified_Claim
Feb 21, 2026 Canadian immigration officers investigating hundreds …
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 …
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
Identity Attack0.011691323
Insult0.012148905
Profanity0.010023449
Threat0.006427396
Severe Toxicity0.00081539154
Low Tox 0.02968135 Constructive 0.568
Dec 24, 2025 74 likes Deportations From Canada at Their …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, bank of montreal, various schools, hospital and colleges. I see no chance to get PR and extend my expiring visa. Government just keep inviting the French speakers.
Identity Attack0.013244915
Insult0.01306091
Profanity0.009869732
Threat0.006149062
Severe Toxicity0.000872612
Low Tox 0.027560094 Constructive 0.583 Personal_Narrative
Jan 20, 2026 1 likes Why Canada’s immigration system has …

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.