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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: "Taking advantage of a system …" 17 comments
India is a corrupt country. Indian immigrants are bringing all their corrupt ways to our countries and taking advantage of our systems and of course there're many corrupt nationals waiting for the opportunity to steal …
India is a corrupt country. Indian immigrants are bringing all their corrupt ways to our countries and taking advantage of our systems and of course there're many corrupt nationals waiting for the opportunity to steal our tax money
Identity Attack0.57150364
Insult0.48484445
Profanity0.19155724
Threat0.01508414
Severe Toxicity0.06011435
Moderate 0.54823303 Moderate Con 0.394 Identity Attack Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop lying please, they are foreign invaders and their culture views whites as outsiders in their caste system. We are viewed as lower than them, they have entitlement and take advantage of people, industries and …
Stop lying please, they are foreign invaders and their culture views whites as outsiders in their caste system. We are viewed as lower than them, they have entitlement and take advantage of people, industries and destroy everything and make it ugly.
Identity Attack0.5135796
Insult0.41767508
Profanity0.14490221
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.415 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and …
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and car-jackings, taking jobs from our youth and causing a job crisis, taking advantage of our refugee system and taking advantage of our food banks. How about the insane amount of SA crimes on children, and bringing their turf wars here. They gotta go, we're so bloody sick of India. India and China needs to leave our country. Lock the doors
Identity Attack0.46028158
Insult0.40975618
Profanity0.2188925
Threat0.064969026
Severe Toxicity0.023645958
Moderate 0.4274071 Constructive 0.65 Fear_Threat
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
My parents were refugees, came to Toronto in the 80s.... they didnt take advantage of the system even when they were eligible for benefits, worked their asses off in factories and never tried to alter …
My parents were refugees, came to Toronto in the 80s.... they didnt take advantage of the system even when they were eligible for benefits, worked their asses off in factories and never tried to alter Canada in any way, in return i sacrificed 8 years in my 20s to serve in the canadian forces as a thank you, and let me tell you the racism in the military was disgusting, it was happening before and itll get worse....
Identity Attack0.15517195
Insult0.43296707
Profanity0.31402156
Threat0.011482717
Severe Toxicity0.022839356
Moderate 0.4269174 Constructive 0.664
Aug 26, 2025 Why Canadians Are Turning Against …
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to …
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to take advantage of Canadian systems and slightly higher pay that other countries. But who cares? Number high! Yay!
Identity Attack0.11860296
Insult0.40243408
Profanity0.089370176
Threat0.0074954215
Severe Toxicity0.011520386
Moderate 0.37955463 Moderate Con 0.471
Jun 19, 2025 1 likes How Canada broke its immigration …
DONT TAKE ADVANTAGE OF THE SYSTEMS AND PATRIOTS AND CANADIAN PEOPLE, OR YOUR PENALTIES WILL BE DEATH PENALTIES BY THE CANADIAN PEOPLE
DONT TAKE ADVANTAGE OF THE SYSTEMS AND PATRIOTS AND CANADIAN PEOPLE, OR YOUR PENALTIES WILL BE DEATH PENALTIES BY THE CANADIAN PEOPLE
Identity Attack0.2831485
Insult0.11978693
Profanity0.04516909
Threat0.43785736
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.181
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
Seems like this is happening everywhere with all different types of cultures...... im starting to think they aren't running from their country, they are residing here to take advantage of our broken systems..... until it …
Seems like this is happening everywhere with all different types of cultures...... im starting to think they aren't running from their country, they are residing here to take advantage of our broken systems..... until it gets patched, like a video game glitch..... insane
Identity Attack0.18705739
Insult0.26957804
Profanity0.07255927
Threat0.008686432
Severe Toxicity0.008735657
Moderate 0.3266089 Moderate Con 0.411
Jan 27, 2026 Inside Canada's Indian Invasion...
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into …
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into Canada the same way, taking advantage of Canada's corrupt immigration system that is full of loopholes to exploit. Colleges are crying after their "lost revenue, Don't feel sorry for any of them! They are already rich from the international students whom paid triple tuition, while your daughter can't get into a college. The IRCC needs to STOP issuing work permits and residency to international students. Once graduated, needs to go back home..
Identity Attack0.08004672
Insult0.24928534
Profanity0.04742365
Threat0.0072882893
Severe Toxicity0.0066375732
Low Tox 0.28425202 Constructive 0.615 Personal_Narrative
Sep 29, 2025 51 likes IRCC Names India in Study …
It's not a booming economy as majority of it comes from the government. The indians taking advantage of the refugee system to get 85k a year The indian employers abusing the wage subsidy program when …
It's not a booming economy as majority of it comes from the government. The indians taking advantage of the refugee system to get 85k a year The indian employers abusing the wage subsidy program when they hire indian international students, another indian for the POC category. Or outright corruption that indian government workers do from selling driver's licenses, CDLs etc.
Identity Attack0.24293575
Insult0.08484049
Profanity0.02249157
Threat0.008026198
Severe Toxicity0.0048065186
Low Tox 0.22445217 Moderate Con 0.436 Unverified_Claim
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, built a nation where opportunity is possible. We cannot erase the past, but we can acknowledge it and learn to live with respect. But to the wave of immigrants who came after 2017—listen carefully: you are ruining the very country you ran to for safety and opportunity. Too many of you are uncivilized. You don’t respect others. You lie, you cheat, you act without humility or integrity, you always go for short cut, you stink. You take advantage of a system you never helped build, and you give nothing back in return. This country was built on respect, honesty hard work, and accountability—values you seem to ignore. If you cannot live by those principles, then you don’t belong here. Canada is not here to lower itself to your standards. Either rise up, learn the values that make this country strong, or stop pretending you deserve the opportunities that others fought for. Never mind, just leave!!!!!!!
Identity Attack0.105256535
Insult0.07935401
Profanity0.019690514
Threat0.009359611
Severe Toxicity0.004234314
Low Tox 0.17891699 Constructive 0.605
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city. We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Identity Attack0.06658725
Insult0.06921569
Profanity0.015967157
Threat0.008440462
Severe Toxicity0.004005432
Low Tox 0.15213956 Constructive 0.789 Policy_Critique
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that …
Canada situation is not immigrant’s fault, this is government fault. Someone from a third world nation, will always try to find better opportunities in a different country and this is valid. The issue is that Canadian Government needs to be strong enough and make revision to its immigration system; many people works years and years with no proper documentation, no declaring taxes because they are being paid in cash…not even speaking a basic English, however they have a life in Canada. It’s their fault? No, they just take advantage of a weak system. Is government fault? Sure.
Identity Attack0.06567776
Insult0.04149419
Profanity0.01627459
Threat0.0065633263
Severe Toxicity0.002708435
Low Tox 0.11161 Constructive 0.548 Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
My parents immigrated to Canada from Portugal. They set about trying to be even more Canadian than someone born here. I have no problem with immigration, but I do start to when people refuse to …
My parents immigrated to Canada from Portugal. They set about trying to be even more Canadian than someone born here. I have no problem with immigration, but I do start to when people refuse to adopt our customs and ways and just act as though they are still in India and don't respect Canada- the country they have moved to. They take advantage of our health care systems, benefits etc etc. I find it sad that Canada is starting to look nothing like the country I remember in my youth.
Identity Attack0.06340405
Insult0.024768941
Profanity0.01220964
Threat0.0061037517
Severe Toxicity0.002193451
Low Tox 0.085582085 Constructive 0.734
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. Most people don't even know, unless you listen to the many that are in shelters and on social media, most have been told that Canada is a country which will pay you and cover all your housing. There is a code of silence which does not always come from inside Canada. It's the code on how to take advantage of a countries blindness by abusing it's Government financial Immigration and Refugee programs. 1. Make a claim, any claim as it will take years before Canada figures out your claim is false. If all does not go well, have a baby on the land. This way you can't be deported and the Canadian government will give you more money because you have a child. There are many more but I will not write them to place them into the open world but there are many more tactics of abuse, Student Visa is but one of them, the next is Migrants. If you are not near the system but you listen closely to the stories, you will hear the real truth and you will also hear the underground truth which people speak about behind closed doors.
Identity Attack0.022992345
Insult0.030154925
Profanity0.015147334
Threat0.0067963502
Severe Toxicity0.0018405914
Low Tox 0.06381883 Constructive 0.705 Unverified_Claim
Dec 24, 2025 4 likes Deportations From Canada at Their …
Taking advantage of a system is not to your benefit. Time to go .
Taking advantage of a system is not to your benefit. Time to go .
Identity Attack0.0024788564
Insult0.014808921
Profanity0.012277958
Threat0.0071717775
Severe Toxicity0.0010681152
Low Tox 0.036162965 Low Con 0.24 Moral_Argument
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …

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.