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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 8 of 18
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US? The government wants us to hear they are doing their JOB. Are they doing …
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US? The government wants us to hear they are doing their JOB. Are they doing enough? The majority of Immigrants came from INDIA (65%), the Philippines (20%), and Nigeria (10%). What do these numbers tell us?
Identity Attack0.28034934
Insult0.0806213
Profanity0.023516348
Threat0.0074824756
Severe Toxicity0.0063705444
Low Tox 0.2412222 Constructive 0.522 Unverified_Claim
Jan 1, 2026 2 likes Deportations From Canada at Their …
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
Identity Attack0.22458547
Insult0.08831572
Profanity0.054938845
Threat0.02181799
Severe Toxicity0.00919342
Low Tox 0.2412222 Moderate Con 0.421 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
What you have to understand are that the indians that came here 10+ years ago or the ones born here are completely different than the new ones especially these fake "international students". The ones that …
What you have to understand are that the indians that came here 10+ years ago or the ones born here are completely different than the new ones especially these fake "international students". The ones that moved here before had the social capital, finances and resources to move. The new ones, their family bring them over or they use student visas bc they dont have the wealth. Class is everything when looking at this issue. Even the old demographic of Indians dont like the FOB ones because they cause trouble and dont assimilate or even try
Identity Attack0.26833034
Insult0.11978693
Profanity0.07191269
Threat0.009463178
Severe Toxicity0.008010864
Low Tox 0.2412222 Constructive 0.616
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused. Birthright citizenship for people born here needs to end if the parents are not legit citizens. Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available. All religious facilities even the white ones... need to be taxed. No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment. Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Identity Attack0.2331515
Insult0.08508729
Profanity0.07676199
Threat0.012906751
Severe Toxicity0.008392334
Low Tox 0.23812068 Constructive 0.638 Policy_Critique
Jan 2, 2026 1 likes Why Canadians Are Turning Against …
Fake visa & fake student visa
Fake visa & fake student visa
Identity Attack0.020279141
Insult0.11172232
Profanity0.07385241
Threat0.008090926
Severe Toxicity0.008773804
Low Tox 0.23739935 Low Con 0.298
Sep 29, 2025 3 likes IRCC Names India in Study …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That was a lie....... Trudeau's libs were financially strapped when ndp and conservatives dominated the previous election. Trudeau got funding in the hundreds of millions by Indian investors in return the liberals configured the laws so these investors could make payday off all the Indians. Fake schools were huge, and trapped these indians into ridiculous housing arrangements. Then the liberals went too far by creating ridiculous visas for indiand for them to enter Canada like the nanny Visa called something else but they can take care of their own healthy family just to enter the country. Student visas allowed to work which turns into full time employment at liberal party hotspots like tim hortons and Amazon. They hire only Indians because the government pays half there salary Racism is extremely high and many communities have boycotted indian run establishments like in mine 2 groups went out of biz. It's a mess but Indians will slowly deteriorate. Will take time.
Identity Attack0.109318495
Insult0.16751462
Profanity0.025087673
Threat0.008945347
Severe Toxicity0.0049972534
Low Tox 0.23739935 Constructive 0.63 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Its Simple , Europeans came 200 -300 years earlier than Asians. "Why" is irrelevant , At Least These Indians are going To American Continent with Some Sort of Documents and Visa.
Its Simple , Europeans came 200 -300 years earlier than Asians. "Why" is irrelevant , At Least These Indians are going To American Continent with Some Sort of Documents and Visa.
Identity Attack0.2808415
Insult0.07840354
Profanity0.0569429
Threat0.009825659
Severe Toxicity0.01121521
Low Tox 0.23739935 Low Con 0.155 Comparative_Framing
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
Identity Attack0.025404079
Insult0.1342682
Profanity0.020920247
Threat0.011379151
Severe Toxicity0.005455017
Low Tox 0.23523538 Moderate Con 0.384 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
What is he still doing around? Send the Illegal Immigrants and the ones with expired Visa home so we can get caught up on homes and jobs for our own Legal Citizens. Our young people, …
What is he still doing around? Send the Illegal Immigrants and the ones with expired Visa home so we can get caught up on homes and jobs for our own Legal Citizens. Our young people, whom are the future of Canada cannot even get jobs, because the government is giving potential employers partial money to hire the Immigrants therefore not letting Natural Citizens of Canada GET JOBS. We need to stop paying taxpayers money to the Illegal Immigrants. Another thing we should be only allowing into our country only skilled workers with trades! Also every immigrant needs to be vetted to see if they have Criminal Records. Also we should not be letting people into our country who do have our Canadian Values and Standards of Humanity. There are certain people being allowed in our country WHO DO NOT fit our society.
Identity Attack0.2127345
Insult0.10148193
Profanity0.017777596
Threat0.010654188
Severe Toxicity0.0074768066
Low Tox 0.23523538 Constructive 0.593 Policy_Critique
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal …
When I legally arrived in Canada with PR, Indian people were all happily telling me how they worked the system to not have a long wait like I did. They are even abusing the spousal visa and getting paid in excess of 50k to marry another Indian person and bring them over.
Identity Attack0.2823795
Insult0.06564732
Profanity0.022901481
Threat0.010032792
Severe Toxicity0.0061416626
Low Tox 0.23451406 Constructive 0.572 Personal_Narrative
Oct 1, 2025 174 likes IRCC Names India in Study …
As a Canadian, we need something like ICE to round up all of these illegal immigrants who come to this country under student visas and then they disappear. We need to stop giving out visas …
As a Canadian, we need something like ICE to round up all of these illegal immigrants who come to this country under student visas and then they disappear. We need to stop giving out visas for about 5 years.
Identity Attack0.23391083
Insult0.07523532
Profanity0.0147374235
Threat0.038220957
Severe Toxicity0.0077819824
Low Tox 0.23343207 Moderate Con 0.402
Nov 4, 2025 IRCC Names India in Study …
Still Canada's giving VISA for Special Indians WHY is that
Still Canada's giving VISA for Special Indians WHY is that
Identity Attack0.2795294
Insult0.06337463
Profanity0.016957775
Threat0.006420923
Severe Toxicity0.005302429
Low Tox 0.23235008 Low Con 0.254
Sep 29, 2025 IRCC Names India in Study …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a law were if just one of your family members stayed in Canada for 3 years all of their family will become citizens without ever stepping into the country and people can now bring over their elderly parents also they get 83 thousand dollars a year they used the system against us arranged marriages...
Identity Attack0.22783615
Insult0.082372494
Profanity0.020032106
Threat0.007068211
Severe Toxicity0.005874634
Low Tox 0.23090743 Constructive 0.578 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s not the fault of immigrants- it’s the fault of the Canadian government letting in too many people at the same time. The student visa is a scam. The corporates want to bring us in …
It’s not the fault of immigrants- it’s the fault of the Canadian government letting in too many people at the same time. The student visa is a scam. The corporates want to bring us in to suppress the wage growth.
Identity Attack0.10293542
Insult0.10294484
Profanity0.019690514
Threat0.006815769
Severe Toxicity0.003929138
Low Tox 0.21107252 Moderate Con 0.338 Policy_Critique
Feb 4, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible. In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
Identity Attack0.20878418
Insult0.0836065
Profanity0.029888187
Threat0.010032792
Severe Toxicity0.00459671
Low Tox 0.20973456 Constructive 0.624 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
I dont think deportations are happening. Canadians do not have the resources to track these visa violators.
I dont think deportations are happening. Canadians do not have the resources to track these visa violators.
Identity Attack0.15303208
Insult0.100019015
Profanity0.01579636
Threat0.0097738765
Severe Toxicity0.003967285
Low Tox 0.2043827 Moderate Con 0.355
Dec 29, 2025 Deportations From Canada at Their …
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from …
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from mass immigration. This "news" downplays it big time. No shame
Identity Attack0.021987455
Insult0.11978693
Profanity0.018255826
Threat0.0074565844
Severe Toxicity0.0031471252
Low Tox 0.20312156 Moderate Con 0.449
Jan 20, 2026 Why Canada’s immigration system has …
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them …
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them yearly for visa health fee etc. and as soon contract finishes send them back home or keep good ones who are beneficial to your economy give them citizenship. Such a big country like Canada that is going thru housing crisis...shame it is called first world country. Indians can help you in a big way to sort your healthcare woes. YES INDIA AND ONLY INDIA OR TO SOME EXTENT PHILLIPINES CAN PROVIDE YOU ENGLISH EDUCATED LAW ABIDING MAN POWER.
Identity Attack0.18468912
Insult0.082866095
Profanity0.024267852
Threat0.007974415
Severe Toxicity0.0062179565
Low Tox 0.20312156 Constructive 0.709
Oct 2, 2025 IRCC Names India in Study …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, home invasion, auto theft, gun violence, shootings central. When perpetrators of these crimes are caught. It’s no surprise where they are from. There is tons of illegal, fake colleges. Bringing hundreds of people in a year. The Canadian government is only now catching onto it barely but the damage is done. They exploited the system in overstay their visa, then claim permanent residency. These people are disrespectful, dirty, and ungrateful. They do not Do not assimilate to Canadian lifestyle. They throw trash into our rivers in parks, turning it into where they came from. What is happening in Canada is much similar to Minnesota just with different types of government scams. You barely scratched the surface. Come back and interview real Canadiens.
Identity Attack0.09328204
Insult0.10148193
Profanity0.019895468
Threat0.03235042
Severe Toxicity0.0065994263
Low Tox 0.2028889 Constructive 0.557 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly no red flags, that means our system is broken or not competent enough to catch them and protect the safety and security of this nation. Or did we just lower the requirements, skip security checks, and issue the visas anyway? Now we have these criminals walking our streets and terrorizing citizens. How did they get guns? How broken is our system? Logically, something needs to make sense: either we severely compromised our processes and allowed this to happen, or we are seriously incompetent.
Identity Attack0.027413858
Insult0.16053712
Profanity0.024267852
Threat0.010913103
Severe Toxicity0.0044059753
Low Tox 0.20265625 Moderate Con 0.414 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just paints a bad picture of all Indian immigrants (even those who assimilate with the country and contribute strongly to the economy). The US at least keeps immigration under control and only allows mostly smart Indians in. The Indian demographic in the US achieved the highest average annual salaries and most have assimilated well. That’s proof the US carried out good immigration control.
Identity Attack0.23467018
Insult0.07745308
Profanity0.017162729
Threat0.0075083673
Severe Toxicity0.004463196
Low Tox 0.20172562 Constructive 0.665 Policy_Critique
Feb 12, 2026 Inside Canada's Indian Invasion...
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
I am an engineer and my wife is a doctor, but if we wanted to go to Canada as tourists, you wouldn't grant visas to Turkish citizens.
Identity Attack0.28034934
Insult0.038566336
Profanity0.017436003
Threat0.0077284453
Severe Toxicity0.0047302246
Low Tox 0.20172562 Constructive 0.579 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions cramped, bad pay, buying their way. LMIA scams. meanwhile quality of life for all goes down. we need healthcare and hospitals and education and jobs. basic infrastructure is crumbling. can we fix this before we keep bringing in more and more people in to a country that is in a polycrisis please? if you are thinking of coming to Canada right now please spread the word, resources are spread thin here.
Identity Attack0.021585498
Insult0.12159709
Profanity0.04642162
Threat0.008466354
Severe Toxicity0.0050354004
Low Tox 0.20126031 Constructive 0.754 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …

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.