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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 half …" 16 comments
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho 7:12 biggest cope ever from a half ass assimilator
Identity Attack0.46028158
Insult0.6308392
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.8460273 Moderate Con 0.308 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% …
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% Indian now and about half of those don’t show signs of assimilating. Drivers here are so bad man! I’m convinced that a lot of them just pay for it. 😭 Their cuisine is good though, so, I’m grateful for that. 😅
Identity Attack0.3908055
Insult0.24928534
Profanity0.04742365
Threat0.0074954215
Severe Toxicity0.012283325
Moderate 0.3389984 Constructive 0.665 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's not just Brampton half of Vancouver is full of Indians
It's not just Brampton half of Vancouver is full of Indians
Identity Attack0.37222284
Insult0.110259406
Profanity0.06546012
Threat0.007689608
Severe Toxicity0.010299683
Low Tox 0.29405528 Low Con 0.298 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I went to Highschool at J. A. Turner SS in Brampton, during the early 80's and there were a couple black kids and everyone else was white. Then I moved to Montreal, to start my …
I went to Highschool at J. A. Turner SS in Brampton, during the early 80's and there were a couple black kids and everyone else was white. Then I moved to Montreal, to start my career as a fashion designer... it was surprising to come back to visit family in Toronto and hear how fast Brampton had became a 'brown' town. (Not surprised to hear of India's global domination, as the population of the planet is out of control... consider the population of the planet in 1725 was half a billion, then in 1825 it was 1 billion, then in 1925 it was 2 billion, and in 2025 it is over 8 billion.)
Identity Attack0.3072352
Insult0.0838533
Profanity0.051431753
Threat0.011249693
Severe Toxicity0.009765625
Low Tox 0.25462922 Constructive 0.709
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple …
Thank you for posting this i watch all your stuff and im a student in brampton and no one will hire me in bramtpon because im white. Also the school system in the last couple years has gone down hill, half of my teachers don't speak english or know how to teach
Identity Attack0.26325142
Insult0.054376744
Profanity0.068967216
Threat0.008556974
Severe Toxicity0.007247925
Low Tox 0.23379272 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
Identity Attack0.11163961
Insult0.034341812
Profanity0.055940874
Threat0.014220826
Severe Toxicity0.010299683
Low Tox 0.20242359 Moderate Con 0.453 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 …
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 per cent of residents rated quality of life in Brampton as good or very good.” So the quality of life decrease is minimal and the article cites public safety, crime, and affordability of housing as concerns, but doesn’t specify Indian immigration as being the reason nor the racist implications that Tyler is trying to get at.. This is a classic correlation doesn’t mean causation example. If you read further into that article, people generally say that the quality of life is overall better compared to their survey in 2019. Straight up, Tyler here is cherry-picking data as a means of pushing the right wing narrative that Indians are bad and fueling hatred for them when the real reason is lack of better reform or change from the Canadian govt and Canadas corporations. Not that different from the US tbh.
Identity Attack0.1015541
Insult0.03827355
Profanity0.01402008
Threat0.0072235605
Severe Toxicity0.002670288
Low Tox 0.11378009 Constructive 0.673
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.