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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: "I’ve been to Brampton and …" 52 comments · Page 2 of 3
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep who think it’s a flex to be Canadian and signal it to the herd by mentioning the cities.
Identity Attack0.11047905
Insult0.16802633
Profanity0.024267852
Threat0.009256045
Severe Toxicity0.0050735474
Low Tox 0.2359567 Moderate Con 0.452 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
Identity Attack0.04023018
Insult0.06634661
Profanity0.08193458
Threat0.05397744
Severe Toxicity0.011444092
Low Tox 0.20102765 Constructive 0.623 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
I've been visiting Brampton and I have noticed the change over the years, the only true Canadian Bar & Grill left is Rejeannie's on Balmoral Dr, beside that everything else is Asian.
I've been visiting Brampton and I have noticed the change over the years, the only true Canadian Bar & Grill left is Rejeannie's on Balmoral Dr, beside that everything else is Asian.
Identity Attack0.17381613
Insult0.03511308
Profanity0.014293353
Threat0.0064468146
Severe Toxicity0.0031852722
Low Tox 0.15656179 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most Indians that immigrated to Brampton in the 70’s and 80’s don’t interact/gel with the people who’ve immigrated in the last 2-3 years. That lady in the green shirt summarized it well.
Most Indians that immigrated to Brampton in the 70’s and 80’s don’t interact/gel with the people who’ve immigrated in the last 2-3 years. That lady in the green shirt summarized it well.
Identity Attack0.104676254
Insult0.031697463
Profanity0.01442999
Threat0.0064597605
Severe Toxicity0.002632141
Low Tox 0.11419344 Constructive 0.625
Oct 8, 2025 1,374 likes Inside Canada's Indian Metropolis (Brampton)
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...
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)
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...
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
Identity Attack0.01766643
Insult0.023221988
Profanity0.017299367
Threat0.008349842
Severe Toxicity0.0021076202
Low Tox 0.08320791 Constructive 0.765
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Identity Attack0.010211408
Insult0.015036922
Profanity0.03239325
Threat0.009644418
Severe Toxicity0.003929138
Low Tox 0.06500591 Moderate Con 0.473 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Identity Attack0.006881601
Insult0.020772645
Profanity0.011219022
Threat0.008116818
Severe Toxicity0.0011301041
Low Tox 0.051068526 Constructive 0.714 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
I've lived in brampton. I am canadian born. They have changed the entire city
I've lived in brampton. I am canadian born. They have changed the entire city
Identity Attack0.022992345
Insult0.014808921
Profanity0.016342908
Threat0.0074565844
Severe Toxicity0.0016212463
Low Tox 0.043399423 Constructive 0.553 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I’ve been to Brampton and stayed at a bnb it was nice
I’ve been to Brampton and stayed at a bnb it was nice
Identity Attack0.00932346
Insult0.012338906
Profanity0.022423252
Threat0.0086087575
Severe Toxicity0.0019073486
Low Tox 0.033334624 Constructive 0.596 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
Identity Attack0.008250522
Insult0.012034904
Profanity0.017572641
Threat0.007573096
Severe Toxicity0.0014591217
Low Tox 0.02826718 Moderate Con 0.462 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Identity Attack0.00569767
Insult0.014504919
Profanity0.010347961
Threat0.0062332097
Severe Toxicity0.00081062317
Low Tox 0.027206551 Constructive 0.656 Fear_Threat
Feb 4, 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.