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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: "I hate thinking about what …" 58 comments · Page 1 of 3
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
Identity Attack0.6227552
Insult0.71027446
Profanity0.70864636
Threat0.09776353
Severe Toxicity0.45895407
Toxic 0.8696708 Low Con 0.219 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
@pwilla Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim. I am never a muslim, only pwilla and his modr is forever muslim.
Identity Attack0.6007182
Insult0.67735565
Profanity0.64657205
Threat0.07476458
Severe Toxicity0.45895407
Toxic 0.7856813 Low Con 0.245 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Identity Attack0.7426507
Insult0.6308392
Profanity0.4370703
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.275 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i …
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i can tell when i see a white racist prick and most of the comment section agrees with him which is very disgusting.
Identity Attack0.6007182
Insult0.58196646
Profanity0.44431314
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.592 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak …
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak Russian So I'm not against immigration People saying they can't find work just aren't willing to look around in my city I can think of 10 plus company's hiring but it's construction but immigrants look down on it as it was low paying not respected etc back home Prime example is central america
Identity Attack0.49032792
Insult0.4302003
Profanity0.5188411
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.5559701 Constructive 0.797 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Identity Attack0.36702603
Insult0.57787937
Profanity0.25001678
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.344 Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I think it's safe to say that they're the most hated race in the world rn
I think it's safe to say that they're the most hated race in the world rn
Identity Attack0.5135796
Insult0.34135336
Profanity0.22713706
Threat0.02924249
Severe Toxicity0.059217658
Moderate 0.47886392 Low Con 0.254 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Identity Attack0.5135796
Insult0.3388922
Profanity0.17926037
Threat0.02613456
Severe Toxicity0.03590374
Moderate 0.47886392 Low Con 0.237 Identity Attack Identity_Assertion
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
Identity Attack0.50917345
Insult0.24767025
Profanity0.19032755
Threat0.012181788
Severe Toxicity0.02378681
Moderate 0.47119883 Moderate Con 0.388 Identity Attack Identity_Assertion
Jan 27, 2026 124 likes Inside Canada's Indian Invasion...
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December …
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December problem family of 8 father works the mother get income support payment no I hate this its are country I'm indigenous from NWT immigrants get treatment get all the jobs get good home nice cars it most stop no more of this muslims are racist again people like me no more it's time you start thinking about us people born and raise indigenous I'm from HayRiver NWT
Identity Attack0.4907465
Insult0.37052566
Profanity0.15195307
Threat0.06238277
Severe Toxicity0.024725812
Moderate 0.4398409 Constructive 0.573 Personal_Narrative
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
5:27 this is just false hate against Africans. The average IQ in Ghana is 91.40, the crime rate in ghana is 3x lower than US per capita, it goes to show that Africa isn't a …
5:27 this is just false hate against Africans. The average IQ in Ghana is 91.40, the crime rate in ghana is 3x lower than US per capita, it goes to show that Africa isn't a single country like this naive dude thinks it is.
Identity Attack0.40883094
Insult0.36798462
Profanity0.1413768
Threat0.012285355
Severe Toxicity0.020386212
Moderate 0.4269174 Moderate Con 0.44 Unverified_Claim
Feb 24, 2026 1 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.