Skip to content
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Nasty people _" 21 comments
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
Identity Attack0.7895903
Insult0.7827088
Profanity0.8086746
Threat0.13815513
Severe Toxicity0.61260825
Toxic 0.93383175 Moderate Con 0.441 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Identity Attack0.7426507
Insult0.6991143
Profanity0.776286
Threat0.025961896
Severe Toxicity0.44787344
Toxic 0.88599813 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
Identity Attack0.7028837
Insult0.6261769
Profanity0.4044591
Threat0.038220957
Severe Toxicity0.35112193
Toxic 0.7570315 Moderate Con 0.395 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
Identity Attack0.6928741
Insult0.6798578
Profanity0.34827787
Threat0.034422375
Severe Toxicity0.23226003
Toxic 0.7510937 Constructive 0.559 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Identity Attack0.5135796
Insult0.6109131
Profanity0.21781154
Threat0.013217449
Severe Toxicity0.02514347
Moderate 0.60254884 Moderate Con 0.365 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
Identity Attack0.10221587
Insult0.6109131
Profanity0.35094926
Threat0.026479885
Severe Toxicity0.02453801
Moderate 0.5885171 Moderate Con 0.41 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of …
Where are they? Everywhere. Nasty people they are trying to build this country like their country. Big statues big noisy gatherings so loud in public no following road rules or any policies. Just most of them are garbage. There are good ones too who adopt to this country and follow things
Identity Attack0.14233272
Insult0.6306599
Profanity0.22592722
Threat0.008505191
Severe Toxicity0.022064678
Moderate 0.5716857 Moderate Con 0.321 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
please mr minister of canada,deport all of these nasty people
please mr minister of canada,deport all of these nasty people
Identity Attack0.17459276
Insult0.57566804
Profanity0.12374964
Threat0.12996206
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.202 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus …
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus father would say back then how lazy the Canadians were they wouldn’t work but drink and take drugs My father would rent property to lazy white men that would pretend to be good people but were lazy lying nasty people so watch your words Blame the government don’t attack the people because you people were worse back in the early times
Identity Attack0.5124616
Insult0.5130944
Profanity0.12220735
Threat0.022853967
Severe Toxicity0.023176458
Moderate 0.50759226 Moderate Con 0.482 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Nasty people _
Nasty people _
Identity Attack0.10221587
Insult0.4986907
Profanity0.28364125
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.269 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Identity Attack0.48915586
Insult0.40420914
Profanity0.40670946
Threat0.01750142
Severe Toxicity0.072789766
Moderate 0.45549932 Moderate Con 0.472 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then 800 years ago too many European especially the Britishers the backstabers have come to do the business then bacstabed the real indians stalls everything from them burned down the rest. Put those people in hunger. Stil there are some non mixed indin are in the south with there ancient culture. This f nking European are Nasty. They aer not belonged to this earth. Bt they are everywhere. Im so Happy that the indo Arian are colonising the canad
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.13717735
Severe Toxicity0.10702737
Moderate 0.4269174 Moderate Con 0.476 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
Identity Attack0.24462871
Insult0.11978693
Profanity0.117874645
Threat0.013217449
Severe Toxicity0.008621216
Low Tox 0.25462922 Moderate Con 0.412 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes 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.