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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: "And why those with visas …" 441 comments · Page 12 of 18
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 …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
Its unacceptable to issue 350.000 visa on single country that we don't even have border with immigration should be totaled freezed except humanitarian issues next 10 years. We already have enough immigrants.
Its unacceptable to issue 350.000 visa on single country that we don't even have border with immigration should be totaled freezed except humanitarian issues next 10 years. We already have enough immigrants.
Identity Attack0.06340405
Insult0.024124376
Profanity0.012722028
Threat0.00866054
Severe Toxicity0.0026512146
Low Tox 0.10913446 Moderate Con 0.5 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
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 …
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 …
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 …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
To stop students visa looks all these stunts
To stop students visa looks all these stunts
Identity Attack0.014249804
Insult0.027476108
Profanity0.023994578
Threat0.016465442
Severe Toxicity0.002784729
Low Tox 0.10653123 Low Con 0.23
Sep 30, 2025 IRCC Names India in Study …
Canada has a huge issue with fraud through fake study permits/work visas and they're not doing enough to crack down on it
Canada has a huge issue with fraud through fake study permits/work visas and they're not doing enough to crack down on it
Identity Attack0.037909906
Insult0.04207976
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.002040863
Low Tox 0.10653123 Moderate Con 0.372
Oct 12, 2025 IRCC Names India in Study …
All visa should be ceased for 48 months and 0 asylum untill current mess is sorted
All visa should be ceased for 48 months and 0 asylum untill current mess is sorted
Identity Attack0.034816213
Insult0.02103047
Profanity0.016616182
Threat0.011508608
Severe Toxicity0.0028419495
Low Tox 0.10653123 Low Con 0.208
Dec 25, 2025 6 likes Deportations From Canada at Their …
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)
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by a East Indian
Identity Attack0.09576365
Insult0.023028618
Profanity0.020100424
Threat0.007068211
Severe Toxicity0.002708435
Low Tox 0.103928015 Constructive 0.53 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Stop thé visa
Stop thé visa
Identity Attack0.011321344
Insult0.01929015
Profanity0.025770858
Threat0.018882722
Severe Toxicity0.0036239624
Low Tox 0.103494145 Moderate Con 0.381
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I had to jump through a thousand hoops to be here LEGALLY! If they cry because their temp visa is running out and they had no intention to go back! NO SHORTCUTS!
I had to jump through a thousand hoops to be here LEGALLY! If they cry because their temp visa is running out and they had no intention to go back! NO SHORTCUTS!
Identity Attack0.013445892
Insult0.030485468
Profanity0.016479544
Threat0.0086087575
Severe Toxicity0.002708435
Low Tox 0.10045706 Moderate Con 0.444
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
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 …
Still not enough... more cuts. Cut it by 70%. Only point system...not learning visas unless it is for a brick and mortar university.
Still not enough... more cuts. Cut it by 70%. Only point system...not learning visas unless it is for a brick and mortar university.
Identity Attack0.006437627
Insult0.031917825
Profanity0.014839902
Threat0.012233571
Severe Toxicity0.002117157
Low Tox 0.10002319 Low Con 0.224
Jan 4, 2026 New rules, regulations take effect …
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process …
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process of being unearthed.
Identity Attack0.012139536
Insult0.039737478
Profanity0.017436003
Threat0.008453408
Severe Toxicity0.0016498566
Low Tox 0.09958932 Constructive 0.506 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Realty check Indians are not applying for asylum, they have proper paper and visa and they work day and night to gain experience and fulfil all the IRCC requirements to get permanent residency. If you …
Realty check Indians are not applying for asylum, they have proper paper and visa and they work day and night to gain experience and fulfil all the IRCC requirements to get permanent residency. If you really want to see asylum seekers look for Ukrainian, Syrian, afghans etc
Identity Attack0.09162762
Insult0.021159383
Profanity0.014395831
Threat0.006848133
Severe Toxicity0.0022125244
Low Tox 0.09785384 Constructive 0.658
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a permanent resident and just moved to Montreal with 3+ years of accounting experience. Looking at processing times for spouse visa in Quebec though, im considering leaving the city soon. Such a shame
I'm a permanent resident and just moved to Montreal with 3+ years of accounting experience. Looking at processing times for spouse visa in Quebec though, im considering leaving the city soon. Such a shame
Identity Attack0.008731495
Insult0.039444692
Profanity0.01220964
Threat0.005964585
Severe Toxicity0.0010919571
Low Tox 0.09741997 Constructive 0.675 Personal_Narrative
Nov 20, 2025 Quebec Ends Economic Immigration Program …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Identity Attack0.06340405
Insult0.030154925
Profanity0.010774951
Threat0.0074048014
Severe Toxicity0.0019836426
Low Tox 0.0969861 Moderate Con 0.466 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

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.