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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: "A lot of colleges in …" 15 comments
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
Identity Attack0.46028158
Insult0.3388922
Profanity0.098067984
Threat0.007534259
Severe Toxicity0.01754573
Moderate 0.39987978 Low Con 0.275 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Lot of doctor degrees also come from fake colleges in india
Lot of doctor degrees also come from fake colleges in india
Identity Attack0.28034934
Insult0.15343215
Profanity0.0838743
Threat0.00866054
Severe Toxicity0.009155273
Low Tox 0.2648175 Low Con 0.166 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
2 of my kids attend Conestoga College...from a parent's POV - there is a lot of abuse/fraud of this system at this College
2 of my kids attend Conestoga College...from a parent's POV - there is a lot of abuse/fraud of this system at this College
Identity Attack0.019977676
Insult0.11464815
Profanity0.02474608
Threat0.007327127
Severe Toxicity0.003376007
Low Tox 0.20172562 Constructive 0.536
Oct 6, 2025 IRCC Names India in Study …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so where is the billionaire them who running the college and the university in Canada let's find out what color they are. Someone can do that. What color are the people who you running the university and colleges in Canada?
Identity Attack0.18313584
Insult0.04852104
Profanity0.013234417
Threat0.0065244893
Severe Toxicity0.003452301
Low Tox 0.17631748 Moderate Con 0.38
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Identity Attack0.052035484
Insult0.025413504
Profanity0.014259194
Threat0.006848133
Severe Toxicity0.0020980835
Low Tox 0.08083374 Constructive 0.662 Personal_Narrative
Oct 6, 2025 IRCC Names India in Study …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
No wonder the local college in my city keeps expanding. It seems like they have a lot of money.
Identity Attack0.0027193425
Insult0.00819688
Profanity0.011099464
Threat0.0062396824
Severe Toxicity0.00067710876
Low Tox 0.0131943645 Low Con 0.232 Economic_Argument
Oct 4, 2025 IRCC Names India in Study …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes

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.