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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: "The scam was allowed to …" 11 comments
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party …
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party of the 2000's is corrupt and fosters outside party corruption. Sick and tired of their and the immigrant's abuse of us and the abuse of them under crime bosses. And why should they go home when they are allowed to scam and rob Canadian taxpayers. Sask has no more recourse but to leave Canada with Alberta.
Identity Attack0.28883415
Insult0.40243408
Profanity0.030890211
Threat0.010809537
Severe Toxicity0.013672344
Moderate 0.37751234 Moderate Con 0.499 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have ties to Terrorist or Criminal Organizations! (I could post a List of Known Terrorist Groups Operating in Canada, Most are from Muslim countries, India, Pakistan, and Palestine!) 2. Any Immigrant that REFUSE to comply with Canadian Laws needs to be Deported! (Example: Not having to wear motorcycle helmets for "Religious reasons" and that kind of stuff!) 3. If an Immigrant commits a crime it is INSTANT DEPORTATION, never to be allowed Entry Again! (including any and all members of their Families!) 4. Canada needs to STOP subsidizing these Immigrants PAY! You want to come to work, Fine You EARN your ENTIRE Pay Check like everyone else does! (I know at least ONE Employer that is Scamming part of the Subsidy for themselves instead of paying workers what they are supposed to pay them! I am sure there are others!) 5. If you throw a protest for a Known Terror group, INSTANT Deportation!
Identity Attack0.38699543
Insult0.25800487
Profanity0.036651865
Threat0.050098058
Severe Toxicity0.02258113
Moderate 0.36867723 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become …
Liberals and Carney needs a scapegoat for their corruption and crimes so now blaming India for this scam of immigration that they allowed for years to bring in Vote banks inside Canada who have become a liability on the tax payers now.... economy is doldrums
Identity Attack0.22458547
Insult0.3388922
Profanity0.030138692
Threat0.008336896
Severe Toxicity0.0076293945
Moderate 0.33255672 Low Con 0.224 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
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 …
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to …
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to get the $10 but mostly was trying to support you but they using u as a free ad
Identity Attack0.021786476
Insult0.10294484
Profanity0.12035047
Threat0.012492486
Severe Toxicity0.007896423
Low Tox 0.25727063 Constructive 0.69 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
Our laws about accepting refugees and asylum seekers need to get better. These new comers are changing Canadas as I write this. Our Canadian ways are being disregarded and disrespected. And allowing this new comers …
Our laws about accepting refugees and asylum seekers need to get better. These new comers are changing Canadas as I write this. Our Canadian ways are being disregarded and disrespected. And allowing this new comers to dictate how they can live here. It’s not like what it was where we need to be qualified to live and immigrate to Canada. Now these new comers are trashing our parks, scamming good samaritans, scheming to get support from our government, and lastly, changing the demographics in Canada. Our laws need a better champion so the majority of good law abiding, good hearted, true Canadian citizens a better Canada. A Canada that allows good lawful immigrants to create a good future for their families. Adapting to our Canadian ways like , qualifying for work base on knowledge, skill, adaptability, acceptance, tolerance, and the heart to show love not on the base of the color of your skin, religion, nationality, gender, or creed. Canada is so much more and shouldn’t be changed by new comers that want to push their ways, beliefs, religion and agenda for their own benefit. No Canadian should be pushed to accept these new comers ways into our future.
Identity Attack0.17847598
Insult0.16337912
Profanity0.030389199
Threat0.009955117
Severe Toxicity0.007286072
Low Tox 0.23739935 Constructive 0.645
Aug 25, 2025 Why Canadians Are Turning Against …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
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.