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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 #}

Comment Explorer

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Active: "Is this what it’s like …" 2,805 comments · Page 84 of 113
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and …
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and frustrating process cos I have to teach them even the most basic skills like taking a blood pressure or covid swab cos they know nothing. Hospitals are hiring them because they believe their “ lmany” years of nursing experience in India. Then I found out that in their country, nursing is only 3 years compared to 4 years in Canada and they do not require a nursing license to work as nurses in India. They come here, go to review centres to pass the licensure exam. And the College of nurses of Ontario allow this! Nursing is stressful enough and we do not have time to teach English and basis nursing. There are still many Canadian nurses I know looking for a job but they don’t even get an invite for an interview because even the HR department are Indians. Seriously, these people need to get investigated.
Identity Attack0.08749158
Insult0.059061307
Profanity0.035900343
Threat0.008712323
Severe Toxicity0.004119873
Low Tox 0.1269396 Constructive 0.802
Sep 30, 2025 109 likes IRCC Names India in Study …
We need more immigrants that actually invest in Canada like Chinese immigrants
We need more immigrants that actually invest in Canada like Chinese immigrants
Identity Attack0.11976352
Insult0.027605021
Profanity0.015625564
Threat0.006861079
Severe Toxicity0.003528595
Low Tox 0.1269396 Low Con 0.254
Jan 15, 2026 4 likes 2.9 million Canadian temporary visas …
What do they do in the temples, sing "what a friend we have in Shiva"? On the good side though, they don't try to lure people into their religion, like Christians do. I've never had …
What do they do in the temples, sing "what a friend we have in Shiva"? On the good side though, they don't try to lure people into their religion, like Christians do. I've never had an Indian come to my door and say "have you heard about Ganesh? Here are some free pamphlets. Perhaps we could come in and discuss your soul getting saved from Naraka". Maybe they tried it a few times and it didn't go well.
Identity Attack0.13591312
Insult0.02982438
Profanity0.01941724
Threat0.0077025536
Severe Toxicity0.0031471252
Low Tox 0.1269396 Constructive 0.711
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They drive like in India 😅
They drive like in India 😅
Identity Attack0.10221587
Insult0.04852104
Profanity0.036401358
Threat0.00866054
Severe Toxicity0.0062561035
Low Tox 0.1269396 Low Con 0.265 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
COLONIZERS DONT LIKE TO BE COLONIZED EPIC... MAYBE INTERVIEW THE NATIVES OF CANADA (INDEGENOUS) AND ASK THEIR PERSPECTIVE OF DEMOGRAPHIC CHANGE WHEN THE EUROPEANS ARRIVED
COLONIZERS DONT LIKE TO BE COLONIZED EPIC... MAYBE INTERVIEW THE NATIVES OF CANADA (INDEGENOUS) AND ASK THEIR PERSPECTIVE OF DEMOGRAPHIC CHANGE WHEN THE EUROPEANS ARRIVED
Identity Attack0.078392304
Insult0.04032305
Profanity0.013985921
Threat0.007521313
Severe Toxicity0.0035095215
Low Tox 0.12520397 Moderate Con 0.305 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop new immigration.We have too many , it doesn't look like canada anymore
Stop new immigration.We have too many , it doesn't look like canada anymore
Identity Attack0.10221587
Insult0.027841117
Profanity0.011441057
Threat0.007909686
Severe Toxicity0.0031089783
Low Tox 0.123468354 Moderate Con 0.365
Nov 21, 2025 24 likes Quebec Ends Economic Immigration Program …
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having …
You did not play a head count game. Omgawd. People from Brampton don't want to work at Tim Hortons or they would. I did just find out there was kickbacks from the government for having immigrant workers, like their pay is subsidized I think.
Identity Attack0.049761772
Insult0.04207976
Profanity0.042413518
Threat0.007029374
Severe Toxicity0.0030136108
Low Tox 0.123468354 Constructive 0.609 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into …
Lol what a joke of a headline. That's like sinking in a ship and bragging that we're getting rid of a bucket of water a day while simultaniously dumping 12 olympic size swimming pools into the ship...
Identity Attack0.004920715
Insult0.054376744
Profanity0.021125201
Threat0.009722093
Severe Toxicity0.0026130676
Low Tox 0.12260055 Moderate Con 0.305 Humor_Satire
Jan 2, 2026 1 likes Deportations From Canada at Their …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. I interact with, socialize outside of the current setting - because that’s where we are comfortable. Everyone in life chooses to be comfortable, as it’s better. When we mass immigrate (especially from one country) we can’t be surprised that this happens. Of course Indian people do business, socialize, real estate, etc… with other Indian people. It’s what they are comfortable with. I think mass immigration is an awful idea and a culture that doesn’t encourage assimilation and chooses multi culturalism will find that it’ll no longer be multicultural- as the new dominate culture in Canada will be Punjabi.
Identity Attack0.104676254
Insult0.034341812
Profanity0.028776871
Threat0.00746953
Severe Toxicity0.0037765503
Low Tox 0.12260055 Constructive 0.695 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I …
Thank you lord, for all these people speaking up. I am a proud Canadian woman. And I love people and animals.😊. I see my own country changing drastically and it's not for the good. I see alot of hatred from people who are not from my beautiful country. I don't know why they have so much hate for people from Canada, I am not saying everyone from a different country are like that but just from what I witnessed. If you have so much hatred than why are you here? This is a beautiful country no need for hatred. Please respect one another and stop the hate, just be happy you are in a country that has alot of opportunity to be free and live happily. 😊❤.
Identity Attack0.06749674
Insult0.054376744
Profanity0.02344803
Threat0.00756015
Severe Toxicity0.0032234192
Low Tox 0.121732734 Constructive 0.808
Aug 31, 2025 75 likes Why Canadians Are Turning Against …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect application. I made sure I be 100% honest bcuz its mainly part of my religion. When i got accepted and came , I counted the hours in my part time and paid attention that i dont work any extra min over my 20 hours during studies, I did the same for my PGWP and PR application. Its hurts my soul that someone can be dishonest and gets a slot in the quota competing with people who are doing it like me. Its insulting. If those ppl who are not decent enough to submit an honest application and follow the rules they should not be allowed a spot in the quota. They should be removed and sent back to where they came from. Canada should bot tolerate frauds. We literally came gere for a better life , a safer life. By accepting frauds in, you're telling future applicanys to cheat thier way into here.
Identity Attack0.019676208
Insult0.0623257
Profanity0.027683776
Threat0.012078222
Severe Toxicity0.0036621094
Low Tox 0.121732734 Constructive 0.695 Personal_Narrative
Oct 31, 2025 IRCC Names India in Study …
But really, why do they always smell like body odor?
But really, why do they always smell like body odor?
Identity Attack0.008916483
Insult0.031917825
Profanity0.057443913
Threat0.0066927844
Severe Toxicity0.003604889
Low Tox 0.121732734 Low Con 0.273 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
I went to Dairy Queen a year ago and was like, "woww i never been in here before" I went in and there were like 30 flies flying around the counter and the indian cashier …
I went to Dairy Queen a year ago and was like, "woww i never been in here before" I went in and there were like 30 flies flying around the counter and the indian cashier did not seem bothered 😭 I never went back there
Identity Attack0.10221587
Insult0.029163294
Profanity0.056441884
Threat0.009929225
Severe Toxicity0.004749298
Low Tox 0.12086493 Constructive 0.523
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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 …
Ethnicity doesn't own land lil bro, demographic proportion does, india is 15 percent of the world in population and 2 percent in land size, so basically it will own 13% more whether u like it …
Ethnicity doesn't own land lil bro, demographic proportion does, india is 15 percent of the world in population and 2 percent in land size, so basically it will own 13% more whether u like it or not lil bro
Identity Attack0.08170113
Insult0.026315894
Profanity0.044668075
Threat0.0089712385
Severe Toxicity0.0052261353
Low Tox 0.119997114 Moderate Con 0.301 Comparative_Framing
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Bro looks frozen in every interview and Canadians are just vibing like we normaly do lol
Bro looks frozen in every interview and Canadians are just vibing like we normaly do lol
Identity Attack0.060220852
Insult0.05086332
Profanity0.023721304
Threat0.006537435
Severe Toxicity0.0032043457
Low Tox 0.119997114 Moderate Con 0.323 Comparative_Framing
Jan 29, 2026 30 likes Inside Canada's Indian Invasion...
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...
Because of immigrants Canada is able to pay social security to the homeless and the old people. Indians are also paying the 35% tax like everyone
Because of immigrants Canada is able to pay social security to the homeless and the old people. Indians are also paying the 35% tax like everyone
Identity Attack0.13591312
Insult0.028612386
Profanity0.013371054
Threat0.005867492
Severe Toxicity0.002670288
Low Tox 0.119997114 Moderate Con 0.462 Economic_Argument
Feb 18, 2026 Inside Canada's Indian Invasion...
Ik they like to do a lot of fraud
Ik they like to do a lot of fraud
Identity Attack0.004643231
Insult0.082866095
Profanity0.051181246
Threat0.0065050707
Severe Toxicity0.007209778
Low Tox 0.11912931 Low Con 0.278 Unverified_Claim
Jan 27, 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...
cant they atleast dress like canadians.
cant they atleast dress like canadians.
Identity Attack0.10221587
Insult0.033239998
Profanity0.014839902
Threat0.0067316215
Severe Toxicity0.0030517578
Low Tox 0.1182615 Low Con 0.208 Identity_Assertion
Sep 19, 2025 1 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.