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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 17 of 41
Yeah, all of those Indians are running around Brampton, Victoria and Vancouver.
Yeah, all of those Indians are running around Brampton, Victoria and Vancouver.
Identity Attack0.34974504
Insult0.08533409
Profanity0.038655918
Threat0.008505191
Severe Toxicity0.009384155
Low Tox 0.2820025 Low Con 0.288
Oct 9, 2025 IRCC Names India in Study …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians …
I'm an Indian American, and what Canada is doing is terrible. There's nothing wrong with immigrants, but you need to let in people with the right skills and who are willing to assimilate. The Indians who are in Brampton say they're Canadian but only live within their communities and try to change the Canadian culture, and it's not right.
Identity Attack0.33352965
Insult0.1087965
Profanity0.026317406
Threat0.008285114
Severe Toxicity0.00869751
Low Tox 0.2820025 Constructive 0.701 Policy_Critique
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
Identity Attack0.36702603
Insult0.06652143
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.008049011
Low Tox 0.2820025 Low Con 0.299
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very …
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very very worst. were still sort of ok in bolton right now but it's happening fast. edit: brampton used to be full of indians that wanted to be canadian, now its just disrespectful ones that want brampton to be india
Identity Attack0.33675182
Insult0.12521741
Profanity0.06044999
Threat0.008492245
Severe Toxicity0.008277893
Low Tox 0.2786282 Constructive 0.579
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I feel bad for anglos in Brampton
I feel bad for anglos in Brampton
Identity Attack0.28034934
Insult0.06669625
Profanity0.08549073
Threat0.019228047
Severe Toxicity0.009002686
Low Tox 0.2763787 Moderate Con 0.414 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak …
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak 3 lines in English properly.
Identity Attack0.25986546
Insult0.21368977
Profanity0.015079016
Threat0.006686311
Severe Toxicity0.005455017
Low Tox 0.27525392 Constructive 0.65 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country …
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country for giving me the chance to build my life and always I bless Canada and Canadians.saying all this , Do we not have a pocket in a city / town dominated by people whose origin traces all the way from Italy/ Portuguese/ Lebanon / Ukraine etc . So for me , yes you can talk about controlled immigration without dehumanizing Indian migrants. Am a proud Christian , and receiving an immigrants is a blessing, even my lord and king Jesus Christ was refugee in Egypt. The west welcoming immigrants coming from Christian heritage, that is why indeed western countries are very blessed. Am not saying, open border policy is acceptable . Still you talk respectfully about controlled immigration without dehumanizing any group of immigrants.
Identity Attack0.293411
Insult0.08831572
Profanity0.04491858
Threat0.008893564
Severe Toxicity0.008506775
Low Tox 0.27412915 Constructive 0.89
Oct 4, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
real cockroach problem in Brampton
real cockroach problem in Brampton
Identity Attack0.061130337
Insult0.1505596
Profanity0.196476
Threat0.009100696
Severe Toxicity0.0126394415
Low Tox 0.26859093 Low Con 0.164 Fear_Threat
Sep 21, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
OMG ! , Serious bug infestation going on in Brampton i guess, i can empathize with the people. These Pajeeths are making it difficult for everyone over there.
OMG ! , Serious bug infestation going on in Brampton i guess, i can empathize with the people. These Pajeeths are making it difficult for everyone over there.
Identity Attack0.06749674
Insult0.1823172
Profanity0.09518933
Threat0.009540852
Severe Toxicity0.010070801
Low Tox 0.26859093 Constructive 0.611
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
Identity Attack0.22707681
Insult0.15485314
Profanity0.016479544
Threat0.0104988385
Severe Toxicity0.0064468384
Low Tox 0.26859093 Moderate Con 0.496 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If …
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If you don't want to pay more to study in another country, go study in your own country and immigrate later.
Identity Attack0.10699738
Insult0.17610447
Profanity0.06596114
Threat0.007624879
Severe Toxicity0.004825592
Low Tox 0.2667042 Constructive 0.654 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Identity Attack0.31015682
Insult0.082619295
Profanity0.0569429
Threat0.013528148
Severe Toxicity0.011444092
Low Tox 0.26293078 Low Con 0.195 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Looks like the Polish guy who is bare chested is biased against Indian immigrants from Brampton
Identity Attack0.2846865
Insult0.082866095
Profanity0.039657943
Threat0.009799767
Severe Toxicity0.007133484
Low Tox 0.26104406 Low Con 0.262
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets …
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets face it Brampton, ontario would probably be a dead town if not for those immigrants.
Identity Attack0.25478655
Insult0.083359696
Profanity0.02071529
Threat0.061412923
Severe Toxicity0.007972717
Low Tox 0.25915736 Constructive 0.765 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Incoming: The Great Wall of Brampton. Berlin Wall was nothing! The cancer must be isolated.
Incoming: The Great Wall of Brampton. Berlin Wall was nothing! The cancer must be isolated.
Identity Attack0.050671257
Insult0.113185234
Profanity0.057443913
Threat0.027170537
Severe Toxicity0.008735657
Low Tox 0.2553839 Low Con 0.157 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
And not just Brampton all of Ontario and Canada country is destroyed
And not just Brampton all of Ontario and Canada country is destroyed
Identity Attack0.10221587
Insult0.097093195
Profanity0.020373698
Threat0.05688698
Severe Toxicity0.0073623657
Low Tox 0.2553839 Low Con 0.282 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Hi Tyler I moved to Brampton on 1970 it was a great town in 2000 I moved to Wasaga Beach as did many on our street now they come there and poop on our. ⛱️ …
Hi Tyler I moved to Brampton on 1970 it was a great town in 2000 I moved to Wasaga Beach as did many on our street now they come there and poop on our. ⛱️ ❤❤❤love you tyler😊
Identity Attack0.013445892
Insult0.07016616
Profanity0.25824076
Threat0.010550622
Severe Toxicity0.012574885
Low Tox 0.25462922 Constructive 0.754 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As a white guy from Brampton, it's so odd walking around now lol
As a white guy from Brampton, it's so odd walking around now lol
Identity Attack0.26494437
Insult0.0638991
Profanity0.07805514
Threat0.009178371
Severe Toxicity0.008201599
Low Tox 0.25462922 Moderate Con 0.473 Personal_Narrative
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm surprised he could find that many white people in Brampton.
I'm surprised he could find that many white people in Brampton.
Identity Attack0.2877625
Insult0.061451588
Profanity0.040409464
Threat0.009437286
Severe Toxicity0.007286072
Low Tox 0.25462922 Moderate Con 0.437 Humor_Satire
Feb 12, 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.