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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: "brampton used to be all …" 67 comments · Page 3 of 3
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)
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. Back then the police were happy to ignore you may be intoxicated for $10 US and a sip from your rum. What a world.
Identity Attack0.012441003
Insult0.06023245
Profanity0.017436003
Threat0.008272167
Severe Toxicity0.0024795532
Low Tox 0.11398677 Constructive 0.644 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Brother I live in Mississauga and Toronto used to go to Brampton all the time yeah it's literally indiantown it's not Brampton it's browntown.
Brother I live in Mississauga and Toronto used to go to Brampton all the time yeah it's literally indiantown it's not Brampton it's browntown.
Identity Attack0.07012023
Insult0.025929155
Profanity0.029050145
Threat0.007637825
Severe Toxicity0.003452301
Low Tox 0.10522962 Constructive 0.651 Personal_Narrative
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I used to live in Brampton all my cousins aunts uncles parents cousins we have all moved out due to the safety and mass immigration
I used to live in Brampton all my cousins aunts uncles parents cousins we have all moved out due to the safety and mass immigration
Identity Attack0.057492398
Insult0.019870255
Profanity0.016616182
Threat0.0069905366
Severe Toxicity0.002670288
Low Tox 0.09611836 Constructive 0.584 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton used to be majority Italian 40 years ago. Then they all fled east to Vaughan and Richmond Hill once the initial batches of Indians came in
Brampton used to be majority Italian 40 years ago. Then they all fled east to Vaughan and Richmond Hill once the initial batches of Indians came in
Identity Attack0.07177465
Insult0.02173949
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.0026130676
Low Tox 0.08874765 Moderate Con 0.431 Comparative_Framing
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Brampton used to be Canadian with some Caribbean. Now....
Brampton used to be Canadian with some Caribbean. Now....
Identity Attack0.047190998
Insult0.025026767
Profanity0.012858666
Threat0.0062137907
Severe Toxicity0.0018882751
Low Tox 0.075294 Moderate Con 0.34
Sep 18, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having …
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having to drive there for appointments or visiting family/friends.
Identity Attack0.006955597
Insult0.017936565
Profanity0.021808386
Threat0.0066798385
Severe Toxicity0.0013637543
Low Tox 0.04834723 Constructive 0.7 Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
I used to live in brampton
I used to live in brampton
Identity Attack0.0093974555
Insult0.011008898
Profanity0.019280603
Threat0.008349842
Severe Toxicity0.0016117096
Low Tox 0.026735162 Moderate Con 0.42 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
As a Canadian who used to live in Brampton, it is unrecognizable at this point.
Identity Attack0.009915425
Insult0.011768902
Profanity0.010091767
Threat0.006382086
Severe Toxicity0.0007867813
Low Tox 0.024378212 Moderate Con 0.468
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our …
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our first cars and our deposits for our first homes. Thanks Liberal government.
Identity Attack0.005771666
Insult0.013288911
Profanity0.00995513
Threat0.0062137907
Severe Toxicity0.0008249283
Low Tox 0.022374803 Constructive 0.593
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I used to live in Brampton and this is real.
I used to live in Brampton and this is real.
Identity Attack0.008139528
Insult0.009526889
Profanity0.014634945
Threat0.0077672824
Severe Toxicity0.0013065338
Low Tox 0.020960633 Moderate Con 0.483 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Identity Attack0.0054756827
Insult0.010020891
Profanity0.014088398
Threat0.0069905366
Severe Toxicity0.0010061264
Low Tox 0.017969469 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 1,179 likes Inside Canada's Indian Invasion...
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right …
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right now.
Identity Attack0.00362579
Insult0.009298887
Profanity0.01220964
Threat0.006712203
Severe Toxicity0.00082969666
Low Tox 0.016587202 Constructive 0.642 Personal_Narrative
Jan 28, 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.