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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: "Brampton has been like this …" 177 comments · Page 7 of 8
When are you going to swing by Surrey, BC? It's just like Brampton. lol
When are you going to swing by Surrey, BC? It's just like Brampton. lol
Identity Attack0.008583503
Insult0.028061481
Profanity0.02030538
Threat0.008764107
Severe Toxicity0.002374649
Low Tox 0.085582085 Moderate Con 0.379 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Identity Attack0.0056236745
Insult0.021481665
Profanity0.011594773
Threat0.008285114
Severe Toxicity0.0014781952
Low Tox 0.056758508 Moderate Con 0.398 Call_To_Action
Oct 2, 2025 IRCC Names India in Study …
No way you came to Canada I live like 30 min from Brampton 😭😭
No way you came to Canada I live like 30 min from Brampton 😭😭
Identity Attack0.019475231
Insult0.019354604
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0019073486
Low Tox 0.05255287 Moderate Con 0.402 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
Identity Attack0.004402745
Insult0.017485369
Profanity0.017436003
Threat0.009696201
Severe Toxicity0.0021076202
Low Tox 0.049089402 Low Con 0.178 Question
Feb 12, 2026 Inside Canada's Indian Invasion...
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire GTA and even beyond will be like Brampton is today. It will be unliveable.
Identity Attack0.0073255757
Insult0.019419061
Profanity0.015488927
Threat0.00780612
Severe Toxicity0.0013828278
Low Tox 0.04760506 Constructive 0.568
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro Sikhs been in Brampton for like 30 years a massive amount.
Bro Sikhs been in Brampton for like 30 years a massive amount.
Identity Attack0.02821777
Insult0.015644927
Profanity0.019348921
Threat0.007353018
Severe Toxicity0.0020217896
Low Tox 0.0438942 Moderate Con 0.437 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
Identity Attack0.0023863618
Insult0.016556932
Profanity0.011782649
Threat0.007573096
Severe Toxicity0.0011301041
Low Tox 0.03969839 Moderate Con 0.356 Meta_Commentary
Feb 20, 2026 7 likes Inside Canada's Indian Invasion...
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Identity Attack0.019475231
Insult0.0129089095
Profanity0.01579636
Threat0.009230154
Severe Toxicity0.0022697449
Low Tox 0.038991302 Moderate Con 0.444
Sep 25, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Identity Attack0.007214582
Insult0.011882903
Profanity0.01982715
Threat0.010654188
Severe Toxicity0.0026130676
Low Tox 0.03309893 Moderate Con 0.397 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I imagine every city will be like brampton in the future.
I imagine every city will be like brampton in the future.
Identity Attack0.0065486208
Insult0.013364912
Profanity0.015113175
Threat0.007793174
Severe Toxicity0.001411438
Low Tox 0.031449065 Moderate Con 0.327
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not Just Brampton, all of Canada looks like this now…
It’s not Just Brampton, all of Canada looks like this now…
Identity Attack0.011099357
Insult0.015188923
Profanity0.010501678
Threat0.0062008454
Severe Toxicity0.0010824203
Low Tox 0.03015274 Moderate Con 0.33 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Identity Attack0.009693438
Insult0.015340924
Profanity0.011594773
Threat0.006485652
Severe Toxicity0.0010824203
Low Tox 0.030034892 Moderate Con 0.439 Humor_Satire
Jan 29, 2026 59 likes Inside Canada's Indian Invasion...
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Look at Surrey and Brampton Do they look like Canada
Look at Surrey and Brampton Do they look like Canada
Identity Attack0.014852738
Insult0.012034904
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.0011968613
Low Tox 0.02638162 Low Con 0.213 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
Identity Attack0.0037552824
Insult0.011730902
Profanity0.011970525
Threat0.0066215824
Severe Toxicity0.00084400177
Low Tox 0.023199737 Constructive 0.586 Question
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to …
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to get into Canada😂
Identity Attack0.011321344
Insult0.009944891
Profanity0.015249812
Threat0.0076507707
Severe Toxicity0.0014305115
Low Tox 0.023199737 Constructive 0.548 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Identity Attack0.0050687063
Insult0.0114269
Profanity0.010313802
Threat0.0059386934
Severe Toxicity0.0006532669
Low Tox 0.019351736 Constructive 0.587 Comparative_Framing
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Identity Attack0.0014429165
Insult0.011920903
Profanity0.009903891
Threat0.006136116
Severe Toxicity0.00064849854
Low Tox 0.017592486 Moderate Con 0.458
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.