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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 9 of 21
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 2026 Inside Canada's Indian Invasion...
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country …
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country a couple of Hundred years ago, it was stolen, invaded and completely white washed. Unfortunately no immigrant see Canada for what it should have been under the native people of Canada...so why are you scapegoating it when you're getting a taste of your own medicine. Claiming victimhood doesn't solve anything I guess...
Identity Attack0.36702603
Insult0.1823172
Profanity0.035649836
Threat0.0116639575
Severe Toxicity0.012962224
Moderate 0.31963667 Constructive 0.627
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
this is so funny watching as a canadian. brampton is the ost bullied city hahaha
this is so funny watching as a canadian. brampton is the ost bullied city hahaha
Identity Attack0.27875587
Insult0.24928534
Profanity0.05168226
Threat0.009644418
Severe Toxicity0.008544922
Moderate 0.31547862 Moderate Con 0.387 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK …
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK going bankrupt because of a certain group of people that doesn't contribute and live off of government freebies only
Identity Attack0.3758158
Insult0.10440776
Profanity0.09292633
Threat0.009799767
Severe Toxicity0.012359619
Moderate 0.31547862 Constructive 0.611
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the surface we are taught there is not corruption in the system..BS ..Sanctuary cities and much more BS negates this whole video..this sounds like Obama Rhetoric not Trump...Remember the system is still corrupt and California Governors have been Jesuit controlled for decades..
Identity Attack0.10221587
Insult0.24928534
Profanity0.11168506
Threat0.008259222
Severe Toxicity0.011444092
Moderate 0.30993456 Constructive 0.681
Jan 29, 2019 How much do refugees and …
Looks like a sausage fest city.
Looks like a sausage fest city.
Identity Attack0.019776696
Insult0.24928534
Profanity0.11292298
Threat0.008194493
Severe Toxicity0.007896423
Moderate 0.30854854 Low Con 0.187 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Identity Attack0.38176915
Insult0.086852804
Profanity0.038906425
Threat0.0076507707
Severe Toxicity0.00957489
Moderate 0.30539915 Moderate Con 0.305
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
Identity Attack0.27875587
Insult0.08533409
Profanity0.060951006
Threat0.10236332
Severe Toxicity0.011444092
Moderate 0.30514878 Moderate Con 0.445 Identity_Assertion
Jan 11, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Identity Attack0.021786476
Insult0.08484049
Profanity0.1631077
Threat0.019918699
Severe Toxicity0.0118255615
Moderate 0.30502358 Moderate Con 0.393 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That's just what we want to see. Foreigners taking over entire towns and cities. Toronto is gone and now we're losing smaller cities too? Just hand our country over to India already.
That's just what we want to see. Foreigners taking over entire towns and cities. Toronto is gone and now we're losing smaller cities too? Just hand our country over to India already.
Identity Attack0.3817989
Insult0.0838533
Profanity0.02030538
Threat0.010964886
Severe Toxicity0.010070801
Moderate 0.30502358 Moderate Con 0.36 Identity_Assertion
Jan 2, 2026 Inside Canada's Indian Metropolis (Brampton)
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
my short experience visiting b town... there's a lot of rich browns there, endless amount... all living in giant fancy homes lmao ... feels like travelling to another country, so kinda cool in that regard …
my short experience visiting b town... there's a lot of rich browns there, endless amount... all living in giant fancy homes lmao ... feels like travelling to another country, so kinda cool in that regard ... air is better, compared to dense urban city environments ... drivers are really bad...
Identity Attack0.15945168
Insult0.24928534
Profanity0.10735235
Threat0.008453408
Severe Toxicity0.0090789795
Moderate 0.30464804 Constructive 0.596 Personal_Narrative
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is the one city in Ontario that needs to be deported!
Brampton is the one city in Ontario that needs to be deported!
Identity Attack0.22935481
Insult0.0838533
Profanity0.024814399
Threat0.13279422
Severe Toxicity0.011444092
Moderate 0.30452284 Low Con 0.229 Humor_Satire
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Look, Richmond, Vancouver is like over 40% Chinese, it’s a pretty wealthy and safe city. I think white people are just realizing people like to stick to their own circle. Now, as long as you …
Look, Richmond, Vancouver is like over 40% Chinese, it’s a pretty wealthy and safe city. I think white people are just realizing people like to stick to their own circle. Now, as long as you are not actively discriminating, I don’t see why that’s a problem. People never said black neighbourhoods are racist, yea?
Identity Attack0.37730414
Insult0.107333586
Profanity0.035900343
Threat0.00756015
Severe Toxicity0.008926392
Moderate 0.30452284 Constructive 0.658
Jan 27, 2026 Inside Canada's Indian Invasion...
I live an hour from Brampton, all of the bs from Brampton spills over into other cities and creates problems across the province. We need to lock brampton in a giant dome
I live an hour from Brampton, all of the bs from Brampton spills over into other cities and creates problems across the province. We need to lock brampton in a giant dome
Identity Attack0.089145996
Insult0.16861114
Profanity0.18049006
Threat0.17648515
Severe Toxicity0.015479924
Moderate 0.30452284 Constructive 0.558
Jan 27, 2026 Inside Canada's Indian Invasion...
Yo man in my city never get to see you
Yo man in my city never get to see you
Identity Attack0.025404079
Insult0.10440776
Profanity0.057443913
Threat0.039947584
Severe Toxicity0.009841919
Moderate 0.30136615 Moderate Con 0.425 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 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.