Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "It’s not just Brampton, it’s …" 1,012 comments · Page 26 of 41
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton …
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton has been indian for quite a while.
Identity Attack0.09245483
Insult0.04207976
Profanity0.02474608
Threat0.0074824756
Severe Toxicity0.0029754639
Low Tox 0.11305673 Constructive 0.692 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
I live in mississauga. The city below brampton. The invasion has overflown into here too.
I live in mississauga. The city below brampton. The invasion has overflown into here too.
Identity Attack0.060675595
Insult0.030375287
Profanity0.01579636
Threat0.008039144
Severe Toxicity0.0031852722
Low Tox 0.112953395 Moderate Con 0.494 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
Who knew it was Brampton before clicking LMAO
Who knew it was Brampton before clicking LMAO
Identity Attack0.0076585566
Insult0.026315894
Profanity0.072882555
Threat0.009566744
Severe Toxicity0.005683899
Low Tox 0.112850055 Moderate Con 0.341 Humor_Satire
Sep 27, 2025 1,128 likes Inside Canada's Indian Metropolis (Brampton)
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
do u know punjab has most accidents in india too? and ppl wonder why many accidents in brampton
Identity Attack0.08749158
Insult0.024768941
Profanity0.026180768
Threat0.012854968
Severe Toxicity0.0036811829
Low Tox 0.112746716 Low Con 0.244 Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
A lot of those Indians brought a lot of money and invested in Brampton.
A lot of those Indians brought a lot of money and invested in Brampton.
Identity Attack0.10409598
Insult0.028392024
Profanity0.027000591
Threat0.0077802283
Severe Toxicity0.0032997131
Low Tox 0.112643376 Moderate Con 0.326 Economic_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Check Brampton and Scarborough you will find 1 million illegals
Check Brampton and Scarborough you will find 1 million illegals
Identity Attack0.06522302
Insult0.030154925
Profanity0.013063621
Threat0.007870848
Severe Toxicity0.0021648407
Low Tox 0.112540044 Low Con 0.21 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and across the country
Identity Attack0.09741807
Insult0.03588435
Profanity0.014464149
Threat0.007624879
Severe Toxicity0.003929138
Low Tox 0.112333365 Constructive 0.524 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Up here in Sault Ste Marie Ontario it's gotten out of hand it's absolutely a joke that our government puts these people above us Canadians..so happy to see Tyler expose BRAMPTON.
Identity Attack0.025203101
Insult0.060927123
Profanity0.013883443
Threat0.0076119336
Severe Toxicity0.0022220612
Low Tox 0.11192002 Constructive 0.52 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
Identity Attack0.024801146
Insult0.045593183
Profanity0.017299367
Threat0.0064532873
Severe Toxicity0.0022125244
Low Tox 0.11181668 Constructive 0.553 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a …
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a doctor's office but I am unable to articulate the loss of understanding what I'm hearing through a thick accent
Identity Attack0.10221587
Insult0.024511116
Profanity0.019690514
Threat0.0073918556
Severe Toxicity0.0026893616
Low Tox 0.11150667 Constructive 0.751 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hindus and Punjabis are fighting in Brampton. Frequently Police have to get involved.
Hindus and Punjabis are fighting in Brampton. Frequently Police have to get involved.
Identity Attack0.10221587
Insult0.022964163
Profanity0.023243073
Threat0.01940071
Severe Toxicity0.003643036
Low Tox 0.11140333 Moderate Con 0.425
Sep 20, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is brown town
Brampton is brown town
Identity Attack0.060675595
Insult0.03257891
Profanity0.02795705
Threat0.008764107
Severe Toxicity0.0036621094
Low Tox 0.11140333 Low Con 0.298 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Identity Attack0.10221587
Insult0.026058068
Profanity0.024814399
Threat0.008116818
Severe Toxicity0.0040245056
Low Tox 0.11140333 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
I live in Brampton, it's defiantly more than 50% Indian people here now
I live in Brampton, it's defiantly more than 50% Indian people here now
Identity Attack0.10221587
Insult0.023608726
Profanity0.03239325
Threat0.008272167
Severe Toxicity0.003929138
Low Tox 0.11098998 Constructive 0.501
Jan 27, 2026 Inside Canada's Indian Invasion...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
Identity Attack0.06522302
Insult0.03489272
Profanity0.017982552
Threat0.007521313
Severe Toxicity0.0028038025
Low Tox 0.11098998 Constructive 0.62 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
India Sherlock!! They are hiding in Brampton and Toronto
India Sherlock!! They are hiding in Brampton and Toronto
Identity Attack0.06476828
Insult0.033680726
Profanity0.021740068
Threat0.008414571
Severe Toxicity0.0031280518
Low Tox 0.11088664 Low Con 0.181
Oct 12, 2025 IRCC Names India in Study …
I can smell Brampton from Alberta...
I can smell Brampton from Alberta...
Identity Attack0.052490227
Insult0.03710241
Profanity0.015625564
Threat0.0066151097
Severe Toxicity0.0026130676
Low Tox 0.11088664 Moderate Con 0.382 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Identity Attack0.0059936526
Insult0.04090862
Profanity0.013576009
Threat0.007314181
Severe Toxicity0.0016498566
Low Tox 0.11067997 Constructive 0.501 Fear_Threat
Jan 27, 2026 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.