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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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Active: "What do you mean by …" 386 comments · Page 11 of 16
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean …
Why do people keep assuming that you just jump the border and get into Canada? Keep crying. Everybody here came legally, so stop assuming otherwise. Just because you see a lot of us doesn’t mean anyone came illegally. Is it our fault there are many of us? Most foreigners can’t even pass the IELTS to qualify for a study or work visa, so either accept it or move on.
Identity Attack0.055673428
Insult0.047349896
Profanity0.01627459
Threat0.0074565844
Severe Toxicity0.0027656555
Low Tox 0.12520397 Moderate Con 0.481 Moral_Argument
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Identity Attack0.09741807
Insult0.04149419
Profanity0.025634222
Threat0.007935578
Severe Toxicity0.004272461
Low Tox 0.12260055 Constructive 0.518 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
❤came to Canada 40 years ago. I’ve lived both sides of the coin — dignity and opportunity, but also racism. Telling immigrants to ‘leave their values and cultures’ is wrong. What makes Canada strong is …
❤came to Canada 40 years ago. I’ve lived both sides of the coin — dignity and opportunity, but also racism. Telling immigrants to ‘leave their values and cultures’ is wrong. What makes Canada strong is multiculturalism: we bring our values, humanity, and traditions, and we mix them with Canadian society. That doesn’t divide us — it makes us Canadian. Stop spreading racism by saying culture doesn’t belong here. You can be Canadian and bring your culture, that’s what multiculturalism means.❤
Identity Attack0.09162762
Insult0.04910661
Profanity0.015932998
Threat0.0067769317
Severe Toxicity0.0029182434
Low Tox 0.121732734 Constructive 0.787 Personal_Narrative
Aug 26, 2025 1 likes 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 …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …
Locals you mean Native American 😂😂
Locals you mean Native American 😂😂
Identity Attack0.09328204
Insult0.032468732
Profanity0.02344803
Threat0.006686311
Severe Toxicity0.0037765503
Low Tox 0.11450345 Low Con 0.204
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
Jan 27, 2026 Inside Canada's Indian Invasion...
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 …
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 per cent of residents rated quality of life in Brampton as good or very good.” So the quality of life decrease is minimal and the article cites public safety, crime, and affordability of housing as concerns, but doesn’t specify Indian immigration as being the reason nor the racist implications that Tyler is trying to get at.. This is a classic correlation doesn’t mean causation example. If you read further into that article, people generally say that the quality of life is overall better compared to their survey in 2019. Straight up, Tyler here is cherry-picking data as a means of pushing the right wing narrative that Indians are bad and fueling hatred for them when the real reason is lack of better reform or change from the Canadian govt and Canadas corporations. Not that different from the US tbh.
Identity Attack0.1015541
Insult0.03827355
Profanity0.01402008
Threat0.0072235605
Severe Toxicity0.002670288
Low Tox 0.11378009 Constructive 0.673
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
How many of these people can vote? Are they citizens or just PR? If they can't vote then the canadians are free to choose a leader who doesn't want immigrants. If the opposite happens that …
How many of these people can vote? Are they citizens or just PR? If they can't vote then the canadians are free to choose a leader who doesn't want immigrants. If the opposite happens that simply means canadians don't care so much about immigrants.
Identity Attack0.10221587
Insult0.029383656
Profanity0.013371054
Threat0.006809296
Severe Toxicity0.0021839142
Low Tox 0.112850055 Moderate Con 0.452
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Listen, this is the mind of the colonizer. Remain who you are. Never forget where you come from. Have respect for others. Just because you left your culture doesn't mean you have to take on …
Listen, this is the mind of the colonizer. Remain who you are. Never forget where you come from. Have respect for others. Just because you left your culture doesn't mean you have to take on that culture. You just have to respect other people.
Identity Attack0.04151922
Insult0.03588435
Profanity0.016069634
Threat0.006602164
Severe Toxicity0.0020313263
Low Tox 0.11181668 Constructive 0.555 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Identity Attack0.058856625
Insult0.04442204
Profanity0.013063621
Threat0.0062267366
Severe Toxicity0.0021266937
Low Tox 0.11161 Moderate Con 0.452 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm sure there are problems there but if a question is asked, then listen to the answer. Just cutting them off means you really have made up your mind before the meeting. You're now just …
I'm sure there are problems there but if a question is asked, then listen to the answer. Just cutting them off means you really have made up your mind before the meeting. You're now just wasting people's time to push thru your agenda. Conservative playbook.
Identity Attack0.005919657
Insult0.0573046
Profanity0.013063621
Threat0.008582866
Severe Toxicity0.0015163422
Low Tox 0.11078331 Constructive 0.544
Sep 29, 2025 IRCC Names India in Study …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and …
In Canada, we imported almost 10% of our population is the last five years, the majority of whom came from India. There's no doubt that Indian culture is not the same as Canadian culture, and importing such a massive number so quickly means we are far more likely to see those cultures bumping up against each other, rather than giving them a chance to assimilate and blend. Like any good cook, I know if you try to add the eggs too quickly and in too much of a hurry, you get scrambled eggs in weak sauce, not a thick creamy custard. Same principle applies to immigration. We need to give people the time and chance to learn and absorb our culture and values, else we end up with ghettos and a weakened society.
Identity Attack0.07921951
Insult0.034672357
Profanity0.020032106
Threat0.008401625
Severe Toxicity0.0031852722
Low Tox 0.11057663 Constructive 0.775 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass …
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass migration is not working. You can’t just let anyone in.
Identity Attack0.059311368
Insult0.028502205
Profanity0.014839902
Threat0.007353018
Severe Toxicity0.0022792816
Low Tox 0.11057663 Constructive 0.507 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever each of our aims are. What about investing in ones own citizens? What am I missing? The news presents these stories in an offensive way which fuels annoyance towards incoming. We know you're not a number but why do you have such an entitlement attitude, why do you think you deserve anything from us and why do you think you deserve to get when it means a Canadian will suffer?
Identity Attack0.043839492
Insult0.045593183
Profanity0.015864678
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.10956833 Constructive 0.734
Nov 22, 2025 Quebec Ends Economic Immigration Program …
2:35 .... stop reading say what you mean.
2:35 .... stop reading say what you mean.
Identity Attack0.0032558115
Insult0.027605021
Profanity0.017367685
Threat0.008789998
Severe Toxicity0.002231598
Low Tox 0.10913446 Low Con 0.193 Meta_Commentary
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Some of what the people are saying like "they don't pay taxes" (as a generality. Doesn't mean some don't, just like some lifelong Canadians may not) sounds absurd, but some other points like sticking together …
Some of what the people are saying like "they don't pay taxes" (as a generality. Doesn't mean some don't, just like some lifelong Canadians may not) sounds absurd, but some other points like sticking together in their own bubbles and employment circles certainly seems like a valid criticism and a problem.
Identity Attack0.0233943
Insult0.059061307
Profanity0.015693882
Threat0.0061878995
Severe Toxicity0.0015163422
Low Tox 0.10783285 Constructive 0.731
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Not showing up means your guilty of something!
Not showing up means your guilty of something!
Identity Attack0.0026823445
Insult0.03489272
Profanity0.016411226
Threat0.008867673
Severe Toxicity0.0016498566
Low Tox 0.10653123 Low Con 0.206 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
The government should take to Media and Confirm these who overstay will be Deported! Temporary means Temporary!
The government should take to Media and Confirm these who overstay will be Deported! Temporary means Temporary!
Identity Attack0.022590388
Insult0.023221988
Profanity0.012858666
Threat0.019573374
Severe Toxicity0.0030517578
Low Tox 0.10609736 Low Con 0.29
Jan 18, 2026 2.9 million Canadian temporary visas …
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Identity Attack0.023193322
Insult0.029163294
Profanity0.014532468
Threat0.019228047
Severe Toxicity0.0031280518
Low Tox 0.10609736 Low Con 0.257
Sep 30, 2025 IRCC Names India in Study …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
More immigrants means more tax payers . Point and final
More immigrants means more tax payers . Point and final
Identity Attack0.06658725
Insult0.02122384
Profanity0.010911589
Threat0.0067316215
Severe Toxicity0.0023078918
Low Tox 0.102626406 Low Con 0.253
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
But the Alberta separatist leader says Jason is now out of the closet means he is Liberal?
But the Alberta separatist leader says Jason is now out of the closet means he is Liberal?
Identity Attack0.014551271
Insult0.043250903
Profanity0.017504321
Threat0.0066798385
Severe Toxicity0.0015640259
Low Tox 0.09915545 Low Con 0.209 Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …

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.