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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 #}

Comment Explorer

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Active: "It’s not just Brampton, our …" 1,012 comments · Page 11 of 41
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are white , premiers are white prime ministers are white but somehow a brown or black person working in tim horton is the root of all problems.
Identity Attack0.46028158
Insult0.24171697
Profanity0.06395709
Threat0.009566744
Severe Toxicity0.014769804
Moderate 0.37751234 Constructive 0.512 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton and mississauga alot of them are illegal aliens
Brampton and mississauga alot of them are illegal aliens
Identity Attack0.38826546
Insult0.3388922
Profanity0.034146797
Threat0.0067057298
Severe Toxicity0.011367798
Moderate 0.37751234 Low Con 0.237
Sep 29, 2025 IRCC Names India in Study …
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant …
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant ot just hurts so much to see the urbanization of nature. ASWELL as they leave trash everywhere nit saying white people dont but they leave more per capita I would say
Identity Attack0.38246045
Insult0.2838064
Profanity0.18356428
Threat0.013217449
Severe Toxicity0.020386212
Moderate 0.37751234 Constructive 0.69
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Identity Attack0.023796257
Insult0.40243408
Profanity0.053435806
Threat0.009644418
Severe Toxicity0.0077056885
Moderate 0.37751234 Low Con 0.227 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Not enough. There needs to be a grass roots movement on the streets and in the neighborhoods. Set up a hotline heck even offer a little incentive to report these folks in Brampton that have …
Not enough. There needs to be a grass roots movement on the streets and in the neighborhoods. Set up a hotline heck even offer a little incentive to report these folks in Brampton that have overstayed. And btw I just farted
Identity Attack0.024600167
Insult0.24903896
Profanity0.38413823
Threat0.025616571
Severe Toxicity0.021806452
Moderate 0.37751234 Constructive 0.65 Call_To_Action
Jan 22, 2026 2.9 million Canadian temporary visas …
Brampton is ghetto
Brampton is ghetto
Identity Attack0.27340925
Insult0.3393024
Profanity0.2263305
Threat0.011379151
Severe Toxicity0.02116089
Moderate 0.37751234 Moderate Con 0.329
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Identity Attack0.44690517
Insult0.24287975
Profanity0.11354194
Threat0.13566011
Severe Toxicity0.022839356
Moderate 0.37751234 Constructive 0.597 Identity_Assertion
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Maple magats. Brampton is infested.
Maple magats. Brampton is infested.
Identity Attack0.06385879
Insult0.38406035
Profanity0.1184936
Threat0.010654188
Severe Toxicity0.014769804
Moderate 0.37751234 Low Con 0.192 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin …
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin to my moms house. My mom cant leave my father behind so i left and found my own place because i can't deal with there drama anymore.
Identity Attack0.36702603
Insult0.28791866
Profanity0.29053202
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.651 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Identity Attack0.42615733
Insult0.26957804
Profanity0.030389199
Threat0.007922632
Severe Toxicity0.012833111
Moderate 0.37576625 Moderate Con 0.405 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Person of color here… the man with the black cap is telling all the truth. Brampton is an example of everything that can go wrong with immigration.
Person of color here… the man with the black cap is telling all the truth. Brampton is an example of everything that can go wrong with immigration.
Identity Attack0.41052565
Insult0.2435641
Profanity0.024951037
Threat0.0082074385
Severe Toxicity0.012207031
Moderate 0.37576625 Constructive 0.573
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe …
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe 🙄
Identity Attack0.44690517
Insult0.18728738
Profanity0.03690237
Threat0.007922632
Severe Toxicity0.014188796
Moderate 0.37576625 Moderate Con 0.427
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got …
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got nothing against them it's just they can be so mean and racist.
Identity Attack0.40158966
Insult0.25998658
Profanity0.17241211
Threat0.010990778
Severe Toxicity0.017481172
Moderate 0.37576625 Constructive 0.742 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Identity Attack0.014149316
Insult0.40243408
Profanity0.055940874
Threat0.011974656
Severe Toxicity0.006904602
Moderate 0.3722269 Low Con 0.279 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is a punchline and Canada is the joke
Brampton is a punchline and Canada is the joke
Identity Attack0.2816105
Insult0.36798462
Profanity0.05543986
Threat0.009256045
Severe Toxicity0.011749268
Moderate 0.3722269 Low Con 0.173
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Dam i live next to Brampton
Dam i live next to Brampton
Identity Attack0.012541492
Insult0.0816321
Profanity0.4894185
Threat0.007547205
Severe Toxicity0.023076924
Moderate 0.36867723 Moderate Con 0.399 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were …
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were available for everyone, a small example is the taxi cab drivers who were usually a mix of older semi retired Canadians, Sudanese and Syrian refugees who communicated well and tried to adapt to their new home, Canada. COVID hit and we started seeing Punjabi’s coming in unprecedented numbers, they say as students, from Brampton Ontario?Overnight all Walmart, Taxi/Truck Driving jobs, Tim Hortons, McDonalds were Punjabi jobs who do we blame? Rents are high, jobs once available are unavailable life has become hard where do we run same people voted again for the same government that has destroyed us 😢😢😢.
Identity Attack0.27662867
Insult0.28791866
Profanity0.33453682
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.36867723 Constructive 0.792
Jun 18, 2025 33 likes How Canada broke its immigration …
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views …
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views - This is a CANADA WIDE issue not just specific to Brampton. Calgary's NE - Brampton - Surrey Etc. If we are going to have such massive immigration I'd like to know why we can't bring in Filipinos, Japanese, and Koreans - They respect culture and work hard! Side note - why does our government support foreigners over supporting our own domestic couples to have children? - Modern day slave labour is the system Canada is running on right now. But you won't see liberals talking about that :)
Identity Attack0.3072352
Insult0.36365277
Profanity0.058946952
Threat0.009074804
Severe Toxicity0.012833111
Moderate 0.36867723 Constructive 0.63 Policy_Critique
Jan 27, 2026 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.