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

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Active: "You caused this now feel …" 16 comments
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.72 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.722 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in …
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in accidents...deliberately and by accident. They are nasty. Don't follow rules. Impose their own ways on everybody else. I'm not racist but they make me feel partial.
Identity Attack0.46028158
Insult0.4125297
Profanity0.15283443
Threat0.011819307
Severe Toxicity0.022452017
Moderate 0.42985553 Constructive 0.687 Personal_Narrative
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends …
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends up being someone with an extremely thick accent to the point where I have to decipher what they're saying. I've kept most of this frustration to myself cause I don't want to be racist, but it's getting over to that boil over point. It honestly feels like we're slowly being taken over. I'm never having kids simply because it's too expensive. Why would I bring a kid into this world, if they're probably gonna have it way worse than I.
Identity Attack0.36273825
Insult0.18480228
Profanity0.20592089
Threat0.012596053
Severe Toxicity0.018707745
Moderate 0.3317266 Constructive 0.698
Aug 26, 2025 Why Canadians Are Turning Against …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason …
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason liberal politicians think they need to bring in people from these places who hate us and want to change things. I feel bad for the people who came here to be here genuinely. Nobody can afford anything here now because of being overrun
Identity Attack0.12208464
Insult0.05262003
Profanity0.016547862
Threat0.007094103
Severe Toxicity0.0030708313
Low Tox 0.15711457 Constructive 0.65 Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Identity Attack0.0037182847
Insult0.023479814
Profanity0.012448754
Threat0.0061749537
Severe Toxicity0.0011825562
Low Tox 0.04834723 Low Con 0.183 Humor_Satire
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be made to feel as welcome as any other Canadian. If you have overstayed a visa, or do not have legal cause to be here, deportation on your own dollar.
Identity Attack0.025404079
Insult0.013174911
Profanity0.010108846
Threat0.0074954215
Severe Toxicity0.0012016296
Low Tox 0.042657252 Constructive 0.535 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)

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.