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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

click to expand

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 even Brampton anymore …" 9 comments
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian …
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian culture is dominating, if you go to North York, you will find more Jewish culture dominating. So there are plus and minus to this. but sad part is people are forgetting Canadian culture in this whole mess. As a immigrat who came to Canada many years ago, i find the last few rounds (2021 - 2025) that came from India are just wild people, no manners, only speak in their own language, and act superior. Sadly not everyone is like that but there are many.
Identity Attack0.20878418
Insult0.06599696
Profanity0.029050145
Threat0.007935578
Severe Toxicity0.0049972534
Low Tox 0.19314334 Constructive 0.72 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even …
I refuse to ever set foot in Brampton now. It used to be such a nice laid back Ontario town with a cottage feel in some ways. Now it's absolute Mumbai madness. Is it even considered Canadian soil anymore, because i'm pretty sure our laws no longer apply there.
Identity Attack0.048480038
Insult0.060927123
Profanity0.022286616
Threat0.0072753434
Severe Toxicity0.0028038025
Low Tox 0.119997114 Constructive 0.589
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
This is even Brampton anymore it’s literally happened to all of Canada.
This is even Brampton anymore it’s literally happened to all of Canada.
Identity Attack0.0075845607
Insult0.010210892
Profanity0.011201942
Threat0.007301235
Severe Toxicity0.0011396408
Low Tox 0.02449606 Moderate Con 0.333 Fear_Threat
Jan 29, 2026 2 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.