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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: "This is all just noise, …" 16 comments
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Identity Attack0.7426507
Insult0.6798578
Profanity0.6528205
Threat0.09776353
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.277 Identity Attack Insult Identity_Assertion
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Khalistanis are bunch of trash and cowards, they don't go back, its just they get paid some dollars to make noise thats all.
Khalistanis are bunch of trash and cowards, they don't go back, its just they get paid some dollars to make noise thats all.
Identity Attack0.6458014
Insult0.71551245
Profanity0.41194582
Threat0.049128212
Severe Toxicity0.34969926
Toxic 0.7675452 Low Con 0.176 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
Take a walk around downtown Toronto: trash, homeless, traffic, crowds, noise, shooting, stabbing .... Canada is turning into a third world country for sure thanks to the unchecked immigration.
Take a walk around downtown Toronto: trash, homeless, traffic, crowds, noise, shooting, stabbing .... Canada is turning into a third world country for sure thanks to the unchecked immigration.
Identity Attack0.44690517
Insult0.46625584
Profanity0.051181246
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.47772613 Moderate Con 0.434
Jun 18, 2025 2 likes How Canada broke its immigration …
The lady in green, told the truth. "we worked hard, new immigrants don't work hard anymore" well it's because new generation knows how to navigate through the noise and get the things done. I hope …
The lady in green, told the truth. "we worked hard, new immigrants don't work hard anymore" well it's because new generation knows how to navigate through the noise and get the things done. I hope that everybody knows that, even. white in this country are immigrants lol.
Identity Attack0.3817989
Insult0.15627414
Profanity0.062454045
Threat0.0078449575
Severe Toxicity0.011444092
Moderate 0.3281604 Constructive 0.727 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason i know this is because they often pull into my drive way during ungodly hours for extended period of time and triggers my surveilance camera (aimed only at my drive way set to trigger more during night times for movements and noise), since they just park there, and blast music so loud 100 feet radius ground is shaking, the surveillance cam picks up their shift change all the time. i did try to go over twice to voice my concern, and guess what, they either dont speak english or pretend to not speak english. ok i guess. and the reason they park on my drive way is because, well, they dont shovel theirs. lol. so its easier to just use my drive way and walk to their side door. but hey i mean good for them for making a living. but its just weird and disrespectful. and i have to worry about salting my own fking drive way because if they fall, they can sue the shit out of me and i cant complain about their trespassing. bless the canadian law. so i guess for me. they dont bug me, except the fact they just use my drive way because its convenient for them, and the blasting of music middle of the night. lol also i stopped going to tim hortons a few years ago after a few consecutive diarrhea immediately after morning coffee visits. good times
Identity Attack0.23770751
Insult0.089778624
Profanity0.069969244
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.23812068 Constructive 0.68 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
One comes with diploma and then they buy a house and ten people move in illegally. It makes for noise neighbors and wear and tear on the infrastructure of the country.
Identity Attack0.029144434
Insult0.035443626
Profanity0.014361672
Threat0.012647836
Severe Toxicity0.00333786
Low Tox 0.11347008 Moderate Con 0.441
Jun 18, 2025 22 likes How Canada broke its immigration …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly 😢.
Identity Attack0.021183543
Insult0.017163089
Profanity0.01261955
Threat0.010731863
Severe Toxicity0.0016784668
Low Tox 0.05280026 Constructive 0.612
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm woken at 4am then again at 6am every morning by new comers. I told the landlord about the noise early in the am I was told to get ear plug's
I'm woken at 4am then again at 6am every morning by new comers. I told the landlord about the noise early in the am I was told to get ear plug's
Identity Attack0.0046987277
Insult0.013934915
Profanity0.01846078
Threat0.01238892
Severe Toxicity0.0019550323
Low Tox 0.040430736 Constructive 0.638 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
Identity Attack0.0027008436
Insult0.009298887
Profanity0.013029462
Threat0.007521313
Severe Toxicity0.0009441376
Low Tox 0.02072494 Low Con 0.285 Meta_Commentary
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)

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.