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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: "here in my city in …" 524 comments · Page 18 of 21
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (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.
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)
Never thought I Would be seeing a video of Tyler in my city 😭
Never thought I Would be seeing a video of Tyler in my city 😭
Identity Attack0.008509507
Insult0.019354604
Profanity0.022628209
Threat0.008764107
Severe Toxicity0.0029563904
Low Tox 0.06065326 Moderate Con 0.398
Jan 27, 2026 1 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)
Toronto Mayor Olivia Chow speaks with reporters at Toronto City Hall Monday September 29, 2025. Toronto Mayor Olivia Chow is warning that Toronto residents could see a bump in their taxes to account for shelter …
Toronto Mayor Olivia Chow speaks with reporters at Toronto City Hall Monday September 29, 2025. Toronto Mayor Olivia Chow is warning that Toronto residents could see a bump in their taxes to account for shelter costs if the federal government doesn’t provide more cash for asylum seekers coming to the city. In a news conference ahead of a meeting of her executive committee Monday, Chow said the city’s reserve funds are depleted. Now a days international student also looking for asylum 😂😂😂 😂😂😂😂😂
Identity Attack0.010951365
Insult0.026831545
Profanity0.021466793
Threat0.0068869707
Severe Toxicity0.0019073486
Low Tox 0.059974585 Constructive 0.509
Sep 30, 2025 1 likes IRCC Names India in Study …
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)
YO THIS GUY IN MY CITY
YO THIS GUY IN MY CITY
Identity Attack0.010433395
Insult0.018452216
Profanity0.03489832
Threat0.011120236
Severe Toxicity0.0042915344
Low Tox 0.059479803 Moderate Con 0.305 Personal_Narrative
Feb 8, 2026 Inside Canada's Indian Invasion...
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
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)
The city that bans deodorant !
The city that bans deodorant !
Identity Attack0.003866276
Insult0.023608726
Profanity0.014122557
Threat0.0060325502
Severe Toxicity0.0013542175
Low Tox 0.057748068 Low Con 0.244 Humor_Satire
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
TYLER IS IN MY CITY RAHHHHHHH
TYLER IS IN MY CITY RAHHHHHHH
Identity Attack0.0068076057
Insult0.017227544
Profanity0.028913507
Threat0.009230154
Severe Toxicity0.0038528442
Low Tox 0.056263726 Low Con 0.224 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
Lol we have a gurdwara Sikh temple in my mom's home city in MTL too.
Lol we have a gurdwara Sikh temple in my mom's home city in MTL too.
Identity Attack0.025806036
Insult0.016632931
Profanity0.032643758
Threat0.007624879
Severe Toxicity0.0025939941
Low Tox 0.05280026 Constructive 0.587 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
The push for "diversity" by Trudeau has backfired, it has largely contributed to Canada's current decline and the crime in our big cities.
Identity Attack0.011765319
Insult0.025929155
Profanity0.010040528
Threat0.0066151097
Severe Toxicity0.001077652
Low Tox 0.05255287 Constructive 0.513 Policy_Critique
Jan 19, 2026 2 likes Why Canada’s immigration system has …
Tyler, welcome to Brampton, the city I unfortunately call home.
Tyler, welcome to Brampton, the city I unfortunately call home.
Identity Attack0.011469335
Insult0.022061773
Profanity0.011184863
Threat0.006763986
Severe Toxicity0.0014686584
Low Tox 0.051563308 Constructive 0.529 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with certain things/activity. I say this as someone who was born and raised in a Canadian city that has also seen a drastic shift in its local population.
Identity Attack0.0074365693
Insult0.02373764
Profanity0.013166099
Threat0.006647474
Severe Toxicity0.0012874603
Low Tox 0.050078966 Constructive 0.816
Jan 27, 2026 Inside Canada's Indian Invasion...
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
Identity Attack0.008361516
Insult0.020450363
Profanity0.011697251
Threat0.007301235
Severe Toxicity0.001335144
Low Tox 0.04686289 Constructive 0.534 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 years ago
Identity Attack0.034042787
Insult0.015264924
Profanity0.01261955
Threat0.006912862
Severe Toxicity0.0015926361
Low Tox 0.04686289 Constructive 0.63 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
"I cant be specific because im a city worker" youre government has problems when you cant make an anecdotal observation
Identity Attack0.003607291
Insult0.024897853
Profanity0.010774951
Threat0.0059613483
Severe Toxicity0.0007009506
Low Tox 0.046120718 Low Con 0.205 Policy_Critique
Feb 22, 2026 25 likes Inside Canada's Indian Invasion...
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Even govt. knows 99.9% of asylum claims are bogus. There are professional story writers working openly in every major cities in Canada.
Identity Attack0.010433395
Insult0.022899706
Profanity0.012858666
Threat0.006155535
Severe Toxicity0.0009822845
Low Tox 0.046120718 Low Con 0.199 Unverified_Claim
Feb 25, 2026 'We do know that there's …

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.