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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 21 of 41
i cant STAND "brampton drivers". TBDD
i cant STAND "brampton drivers". TBDD
Identity Attack0.055673428
Insult0.083112895
Profanity0.024062896
Threat0.009851551
Severe Toxicity0.0047302246
Low Tox 0.20172562 Moderate Con 0.367 Identity_Assertion
Jan 28, 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...
Brampton - means the heartbeat of smells in the GTA
Brampton - means the heartbeat of smells in the GTA
Identity Attack0.01565665
Insult0.13969865
Profanity0.027683776
Threat0.0068028234
Severe Toxicity0.0031089783
Low Tox 0.20102765 Moderate Con 0.348
Oct 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They walk naked says a guy without a shirt. They don't pay taxes say the guy that pays the most taxes in Brampton. 🤷‍♂
They walk naked says a guy without a shirt. They don't pay taxes say the guy that pays the most taxes in Brampton. 🤷‍♂
Identity Attack0.011321344
Insult0.06858205
Profanity0.053435806
Threat0.008168601
Severe Toxicity0.0048828125
Low Tox 0.20102765 Moderate Con 0.34
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another …
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another ethnic group differently, not sure if he knows that!
Identity Attack0.20483385
Insult0.04090862
Profanity0.041661996
Threat0.009799767
Severe Toxicity0.0059890747
Low Tox 0.200795 Constructive 0.596
Sep 24, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
no way this man went to brampton lmfao how was the driving?
no way this man went to brampton lmfao how was the driving?
Identity Attack0.011839314
Insult0.06250052
Profanity0.11663672
Threat0.009178371
Severe Toxicity0.009002686
Low Tox 0.20056234 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I find it a bit disrespectful in Canada to refer to "Them" as "Those indians..." I have actively been working to improve my vernacular. I like the people first approach, so I say "People of …
I find it a bit disrespectful in Canada to refer to "Them" as "Those indians..." I have actively been working to improve my vernacular. I like the people first approach, so I say "People of Brampton"
Identity Attack0.23011416
Insult0.06529768
Profanity0.023994578
Threat0.006576272
Severe Toxicity0.004425049
Low Tox 0.20009702 Constructive 0.694
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So sorry Brampton. This is awful. Many cities are going through this as well just not to this extreme. our governments sure have destroyed Canada forever. No wonder Countries like Mexico are seeing such Expat …
So sorry Brampton. This is awful. Many cities are going through this as well just not to this extreme. our governments sure have destroyed Canada forever. No wonder Countries like Mexico are seeing such Expat growth. Many Canadians moving out of the country.
Identity Attack0.105836816
Insult0.075868964
Profanity0.016547862
Threat0.00951496
Severe Toxicity0.0034713745
Low Tox 0.19694418 Constructive 0.624
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I don’t want any of them here. North East Calgary is the same as Brampton.
I don’t want any of them here. North East Calgary is the same as Brampton.
Identity Attack0.10221587
Insult0.06652143
Profanity0.014669105
Threat0.00899713
Severe Toxicity0.004825592
Low Tox 0.19694418 Moderate Con 0.364
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brantford which is about 45 mins from Brampton, it’s literally just as bad here
I live in Brantford which is about 45 mins from Brampton, it’s literally just as bad here
Identity Attack0.06613251
Insult0.06722072
Profanity0.064458095
Threat0.0076766624
Severe Toxicity0.004558563
Low Tox 0.19694418 Moderate Con 0.475 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
if you think Brampton is bad, then go to Surrey lol
if you think Brampton is bad, then go to Surrey lol
Identity Attack0.03249594
Insult0.075868964
Profanity0.052934792
Threat0.0084793
Severe Toxicity0.0037002563
Low Tox 0.19694418 Low Con 0.253 Comparative_Framing
Jan 27, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Identity Attack0.22261032
Insult0.05027775
Profanity0.034146797
Threat0.006576272
Severe Toxicity0.005455017
Low Tox 0.19694418 Moderate Con 0.43
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of …
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of the population is white. They project that nearly 70% of Surreys population would be Indian by 2030. But by golly keep them away from a Big rig because they cannot drive them and give all Truckers a bad name.
Identity Attack0.1769227
Insult0.061451588
Profanity0.023174755
Threat0.012596053
Severe Toxicity0.005760193
Low Tox 0.19504376 Constructive 0.593 Unverified_Claim
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian …
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian culture is dominating, if you go to North York, you will find more Jewish culture dominating. So there are plus and minus to this. but sad part is people are forgetting Canadian culture in this whole mess. As a immigrat who came to Canada many years ago, i find the last few rounds (2021 - 2025) that came from India are just wild people, no manners, only speak in their own language, and act superior. Sadly not everyone is like that but there are many.
Identity Attack0.20878418
Insult0.06599696
Profanity0.029050145
Threat0.007935578
Severe Toxicity0.0049972534
Low Tox 0.19314334 Constructive 0.72 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really …
It would be really nice to see them round up in Surrey BC and Brampton Ontario these communities that are infested with drug dealing and extortion of their middle class families back home. But really FOR fast track Healthcare professionals/doctors into this country. Canada as a country also has to start having more children I do not know how they solve the problem but our population is aging and if we don't want to end up like Japan we have to do something about it. I see a lot of hate here in the comments (The racist and rednecks have permission to be openly racist)but this is a complex issue and don't forget Albert Einstein and Elon Musk were immigrants there is a lot of very talented people that we have to make sure we keep. How many jobs has Elon Musk created? he is not perfect I'm sure in the millions!!!! How much tax has he generated for the country?
Identity Attack0.07425626
Insult0.09416737
Profanity0.024472807
Threat0.011275585
Severe Toxicity0.005264282
Low Tox 0.19314334 Constructive 0.764
Dec 28, 2025 Deportations From Canada at Their …
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc. There are areas with more Chinese community. And honestly these …
Okay then just don't go to Brampton. There are multiple parts of GTA where the population is more ethnically concentrated. Scarborough has more Srilankans etc. There are areas with more Chinese community. And honestly these are the fastest growing and areas with best services because people there want to work hard, sell cheap, benefit and become rich. They do not want to raid countries and steal and then be so lost in everything they have without doing much and then losing it all because you had nothing left to do other than Drugs.
Identity Attack0.099072486
Insult0.0820023
Profanity0.041160982
Threat0.009981008
Severe Toxicity0.005302429
Low Tox 0.19314334 Constructive 0.631 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bruh idk why Democrats are getting mad AF on what President Trump is doing securing the border and arresting, deporting Illegals. Imagine if Trump didn't win presidency then US will just going to be just …
Bruh idk why Democrats are getting mad AF on what President Trump is doing securing the border and arresting, deporting Illegals. Imagine if Trump didn't win presidency then US will just going to be just like what happening to Canada or Brampton.
Identity Attack0.06929302
Insult0.07967083
Profanity0.05168226
Threat0.010654188
Severe Toxicity0.0049591064
Low Tox 0.19124292 Moderate Con 0.483 Comparative_Framing
Feb 11, 2026 Inside Canada's Indian Invasion...
hilarious to see you in Brampton You shoulda came to Hamilton LMFAO
hilarious to see you in Brampton You shoulda came to Hamilton LMFAO
Identity Attack0.014149316
Insult0.061101943
Profanity0.094219476
Threat0.011793415
Severe Toxicity0.009231567
Low Tox 0.19124292 Low Con 0.298 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton is little india. House prices lower and crime way higher.
Brampton is little india. House prices lower and crime way higher.
Identity Attack0.17070955
Insult0.076502606
Profanity0.023721304
Threat0.0077154995
Severe Toxicity0.0051498413
Low Tox 0.19029272 Moderate Con 0.375 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton used to be full of Italians. Not sure what happened to make it full of Indians now.
Brampton used to be full of Italians. Not sure what happened to make it full of Indians now.
Identity Attack0.23770751
Insult0.04442204
Profanity0.048175167
Threat0.009178371
Severe Toxicity0.0063323975
Low Tox 0.1893425 Moderate Con 0.311 Identity_Assertion
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 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.