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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 am from Brampton, and …" 1,012 comments · Page 27 of 41
I don’t know how to feel about this. In my head I know without immigration the population will go down and that’s bad for economy. I know that diversity is good and we should embrace …
I don’t know how to feel about this. In my head I know without immigration the population will go down and that’s bad for economy. I know that diversity is good and we should embrace people from all backgrounds. Yet, something feels vastly wrong with what is going on in Brampton. And I feel guilty for feeling that way because I didn’t feel like that when I went to Woodbridge when it was all Italian or Richmond Hill when it was all Hongkong Chinese.
Identity Attack0.10221587
Insult0.024897853
Profanity0.018187506
Threat0.007197669
Severe Toxicity0.0030899048
Low Tox 0.1100022 Constructive 0.733
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Two questions. 1. Why canada bringing so many people? 2. Why these people naking brampton to browntown.
Two questions. 1. Why canada bringing so many people? 2. Why these people naking brampton to browntown.
Identity Attack0.026007013
Insult0.03335018
Profanity0.020510335
Threat0.008401625
Severe Toxicity0.0025939941
Low Tox 0.1100022 Low Con 0.232 Question
Sep 21, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
It was so bad for me in Brampton. I thought I died and went to heaven when I moved down to st clare in Toronto.
It was so bad for me in Brampton. I thought I died and went to heaven when I moved down to st clare in Toronto.
Identity Attack0.029402243
Insult0.023866551
Profanity0.026454043
Threat0.020091362
Severe Toxicity0.0031852722
Low Tox 0.1100022 Constructive 0.523 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling Brampton 'brown town' because all they see is skin colour. Many of the interviewees disparage India but fail to acknowledge it is rapidly advancing recently becoming the 5th biggest economy and on track to be 3rd by 2030.
Identity Attack0.0775651
Insult0.031036375
Profanity0.014259194
Threat0.0077154995
Severe Toxicity0.0024223328
Low Tox 0.10826672 Constructive 0.777
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why even move away from India to Brampton? It's the exact same thing, y'all could have just stayed there
Why even move away from India to Brampton? It's the exact same thing, y'all could have just stayed there
Identity Attack0.058856625
Insult0.025413504
Profanity0.023311393
Threat0.008259222
Severe Toxicity0.0033187866
Low Tox 0.10826672 Moderate Con 0.46
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of …
The video also doesn't really do a good job of concluding. Props to the religious orgs who hand out food and have food banks. Good to care for others and look to take care of others who are poor in the area. That's good religious orgs. A community that cares. Obviously more immigrants from the area is a good thing for relations between India - Canada and other SEA countries. Also, Brampton has been able to generate lots of revenue and wealth. Lots of successful business. Good for Canadian culture as well given we are a multicultural country. Personally, I didn't learn much about India going through school but I am sure there are lots of interesting connections between India and Canada. 😄
Identity Attack0.043581683
Insult0.034341812
Profanity0.028776871
Threat0.009540852
Severe Toxicity0.002861023
Low Tox 0.10739898 Constructive 0.843
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Glad I moved OUT of Brampton in the 90s. It was starting then. I have been to over 40 countries, and none of them would have accepted an invasion like Canada has.
Identity Attack0.06476828
Insult0.030044744
Profanity0.010996987
Threat0.0068869707
Severe Toxicity0.0024795532
Low Tox 0.10653123 Constructive 0.573 Fear_Threat
Jan 27, 2026 21 likes Inside Canada's Indian Invasion...
Brampton is uninhabitable.
Brampton is uninhabitable.
Identity Attack0.02138452
Insult0.030926194
Profanity0.018255826
Threat0.015602129
Severe Toxicity0.003414154
Low Tox 0.10609736 Low Con 0.234 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
18000 uneducated farmers = no tax revenue and no progress. Now Brampton has it's own GDP that is greater than some European countries.
18000 uneducated farmers = no tax revenue and no progress. Now Brampton has it's own GDP that is greater than some European countries.
Identity Attack0.02138452
Insult0.053205602
Profanity0.0113215
Threat0.006168481
Severe Toxicity0.0017356873
Low Tox 0.10566349 Moderate Con 0.314 Economic_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed …
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed an influx of people of a particular demographic in my city. Now, the majority of Bramptonians who lived in the city 10+ years ago have essentially been flushed out of our own city. I’m not opposed to immigration at all but what this group have done to the fabric and culture of Brampton is so sad. It’s moved from a city of diversity to one of homogeneity and it’s absolutely disheartening.
Identity Attack0.055218685
Insult0.036214896
Profanity0.021125201
Threat0.008013252
Severe Toxicity0.0035476685
Low Tox 0.10522962 Constructive 0.721 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
There's probably a lot of honking on the roads of Brampton 🚗 📯
There's probably a lot of honking on the roads of Brampton 🚗 📯
Identity Attack0.0076215584
Insult0.031917825
Profanity0.030138692
Threat0.008893564
Severe Toxicity0.002861023
Low Tox 0.103928015 Moderate Con 0.374 Humor_Satire
Jan 27, 2026 10 likes Inside Canada's Indian Invasion...
Brampton is the best location for Khalistan XD
Brampton is the best location for Khalistan XD
Identity Attack0.048737846
Insult0.021094928
Profanity0.034146797
Threat0.011120236
Severe Toxicity0.0059509277
Low Tox 0.102192536 Low Con 0.239
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
The biggest concern is that they took over a town that has prime real estate and best location! Why are they allowed to take over infrastructure, best land and all the tax paying resources like …
The biggest concern is that they took over a town that has prime real estate and best location! Why are they allowed to take over infrastructure, best land and all the tax paying resources like Health Care, when they are not even from Canada or not even Candian Citizens. I hope all the Gaza people take over Brampton because there are thousands heading straight to Canada ASAP and they should all be relocated to Brampton to even the playing field for diversity.
Identity Attack0.07591068
Insult0.027347196
Profanity0.013507691
Threat0.0089712385
Severe Toxicity0.00333786
Low Tox 0.102192536 Constructive 0.683
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the …
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the roads almost weekly.
Identity Attack0.060220852
Insult0.028722567
Profanity0.018665737
Threat0.008712323
Severe Toxicity0.0026893616
Low Tox 0.10175867 Moderate Con 0.435 Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Yup,the Unifier of the Reich is running the demographic cultural change…. Then disarm, then I’d verification, then surveillance and control. All the same from southafrica to London to Brampton.
Yup,the Unifier of the Reich is running the demographic cultural change…. Then disarm, then I’d verification, then surveillance and control. All the same from southafrica to London to Brampton.
Identity Attack0.032753747
Insult0.022319598
Profanity0.016479544
Threat0.009929225
Severe Toxicity0.0038528442
Low Tox 0.10175867 Low Con 0.166 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton ward 4 - punjabi organized crime, safehouses
Brampton ward 4 - punjabi organized crime, safehouses
Identity Attack0.04667538
Insult0.034562174
Profanity0.020851927
Threat0.011819307
Severe Toxicity0.004673004
Low Tox 0.10175867 Low Con 0.212
Oct 1, 2025 2 likes IRCC Names India in Study …
Indians and South asians are majority of Brampton total population.
Indians and South asians are majority of Brampton total population.
Identity Attack0.1007269
Insult0.024640027
Profanity0.022764845
Threat0.007598988
Severe Toxicity0.0029563904
Low Tox 0.10175867 Moderate Con 0.311 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has fallen
Brampton has fallen
Identity Attack0.009693438
Insult0.0314771
Profanity0.028776871
Threat0.010110466
Severe Toxicity0.0028800964
Low Tox 0.1013248 Moderate Con 0.302 Identity_Assertion
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Identity Attack0.06658725
Insult0.028392024
Profanity0.012551232
Threat0.0064468146
Severe Toxicity0.0019264221
Low Tox 0.10089093 Constructive 0.645 Personal_Narrative
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
As someone from Brampton, it's really sad to see Brampton being flooded by more of them every year.
Identity Attack0.016862517
Insult0.033570543
Profanity0.014122557
Threat0.008466354
Severe Toxicity0.002040863
Low Tox 0.10089093 Constructive 0.558 Identity_Assertion
Feb 7, 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.