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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: "It’s not just Brampton, it’s …" 1,012 comments · Page 30 of 41
Brampton is fallen
Brampton is fallen
Identity Attack0.006696612
Insult0.032138187
Profanity0.025770858
Threat0.008919456
Severe Toxicity0.0029182434
Low Tox 0.079250954 Moderate Con 0.346 Fear_Threat
Dec 25, 2025 1 likes Deportations From Canada at Their …
Im from ontario canada born and raised in the 90s you have no idea how bad it really is not just Brampton .
Im from ontario canada born and raised in the 90s you have no idea how bad it really is not just Brampton .
Identity Attack0.012842959
Insult0.03158728
Profanity0.0147374235
Threat0.0062785195
Severe Toxicity0.0014781952
Low Tox 0.07845957 Constructive 0.522 Personal_Narrative
Feb 28, 2026 141 likes Inside Canada's Indian Invasion...
Brampton used to be Canadian with some Caribbean. Now....
Brampton used to be Canadian with some Caribbean. Now....
Identity Attack0.047190998
Insult0.025026767
Profanity0.012858666
Threat0.0062137907
Severe Toxicity0.0018882751
Low Tox 0.075294 Moderate Con 0.34
Sep 18, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
Crash in Brampton just a few hours ago with 5 injured
Crash in Brampton just a few hours ago with 5 injured
Identity Attack0.0074365693
Insult0.013820915
Profanity0.02167175
Threat0.044278983
Severe Toxicity0.003452301
Low Tox 0.075294 Moderate Con 0.347 Unverified_Claim
Jan 28, 2026 43 likes Inside Canada's Indian Invasion...
Brampton is actually know worldwide for a haven for Indians.
Brampton is actually know worldwide for a haven for Indians.
Identity Attack0.05612817
Insult0.020192537
Profanity0.021535112
Threat0.008492245
Severe Toxicity0.0031661987
Low Tox 0.07450261 Low Con 0.282
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
Identity Attack0.0050317086
Insult0.026315894
Profanity0.022628209
Threat0.0077025536
Severe Toxicity0.0022888184
Low Tox 0.07450261 Moderate Con 0.413 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario …
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario 59.1% foreign born Mississauga Ontario 57% Foreign Born Toronto Ontario 51.9% foreign born Surrey BC 50.8% Foreign born Vancouver BC 48.8% Foreign Born Montreal QC 40.9% Foreign Born Calgary Alberta 35.4% foreign born Edmonton Alberta 34.9% foreign born So if you feel you’re a visible minority in your own nation Canada it’s not just a feeling, you really are. Quote Trudeau 2017 on his explanation why there are wide open borders The very concept of a nation founded by European Settlers is offensive to me. Old white stock Canadians are an unpleasant relic, and quite frankly replaceable. And we will replace them. End Quote
Identity Attack0.033269364
Insult0.024897853
Profanity0.015215653
Threat0.007301235
Severe Toxicity0.0020503998
Low Tox 0.07212844 Constructive 0.629 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Proud as a Brampton resident for 42 years. Decent people. Hard to find the hate you we're looking for.
Proud as a Brampton resident for 42 years. Decent people. Hard to find the hate you we're looking for.
Identity Attack0.0052166977
Insult0.030154925
Profanity0.012414595
Threat0.006492125
Severe Toxicity0.0010871887
Low Tox 0.071337044 Constructive 0.632 Solidarity
Sep 19, 2025 131 likes Inside Canada's Indian Metropolis (Brampton)
lol i have a lot of family in brampton
lol i have a lot of family in brampton
Identity Attack0.013244915
Insult0.020901557
Profanity0.043916557
Threat0.0076766624
Severe Toxicity0.0030708313
Low Tox 0.071337044 Moderate Con 0.418 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Identity Attack0.031464707
Insult0.023866551
Profanity0.013712646
Threat0.006039023
Severe Toxicity0.001707077
Low Tox 0.071337044 Moderate Con 0.496 Humor_Satire
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are …
I saw these videos before my trip to Toronto in September … it made me think Brampton would be run down … it’s not Brampton is quite affluent and the south asians of Toronto are much more generous than their USA counterparts … I was pleasantly surprised
Identity Attack0.0440973
Insult0.021288296
Profanity0.013780965
Threat0.008505191
Severe Toxicity0.0019931793
Low Tox 0.07054565 Constructive 0.682 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We need the Brampton vs. Kiryas Joel demolition derby 🔥😂
We need the Brampton vs. Kiryas Joel demolition derby 🔥😂
Identity Attack0.0073995716
Insult0.015948927
Profanity0.025360947
Threat0.022853967
Severe Toxicity0.00333786
Low Tox 0.06817148 Low Con 0.189 Humor_Satire
Jan 27, 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)
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
Identity Attack0.031722516
Insult0.023608726
Profanity0.010006369
Threat0.006045496
Severe Toxicity0.0016021729
Low Tox 0.0665887 Constructive 0.571
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
Identity Attack0.042292643
Insult0.020385906
Profanity0.025360947
Threat0.0075083673
Severe Toxicity0.0024414062
Low Tox 0.06579731 Constructive 0.864 Personal_Narrative
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Make Brampton its own country see how far they get
Make Brampton its own country see how far they get
Identity Attack0.0233943
Insult0.018065477
Profanity0.015079016
Threat0.009644418
Severe Toxicity0.002231598
Low Tox 0.06579731 Low Con 0.165
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Identity Attack0.010211408
Insult0.015036922
Profanity0.03239325
Threat0.009644418
Severe Toxicity0.003929138
Low Tox 0.06500591 Moderate Con 0.473 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
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...
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
Identity Attack0.004994711
Insult0.014162917
Profanity0.017299367
Threat0.019746035
Severe Toxicity0.002784729
Low Tox 0.06263174 Low Con 0.294
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
As a decedant of 1680 acadains that fleed my hometown brampton to a safe place, I approve of this message. I had the only canadain flag on my crescent until I took in down on …
As a decedant of 1680 acadains that fleed my hometown brampton to a safe place, I approve of this message. I had the only canadain flag on my crescent until I took in down on the last election eve. Im no longer proud of my country.
Identity Attack0.03919895
Insult0.020321451
Profanity0.010826191
Threat0.0068869707
Severe Toxicity0.0016593933
Low Tox 0.06184035 Constructive 0.648 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
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)
When I go to McDonald in Brampton. They always mess up our sauce
When I go to McDonald in Brampton. They always mess up our sauce
Identity Attack0.00880549
Insult0.021481665
Profanity0.022354934
Threat0.007197669
Severe Toxicity0.0018024445
Low Tox 0.06025757 Moderate Con 0.415 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Identity Attack0.038425524
Insult0.017012933
Profanity0.010638315
Threat0.0069646453
Severe Toxicity0.001707077
Low Tox 0.06025757 Constructive 0.574 Fear_Threat
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.