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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

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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: "They do this to every …" 827 comments · Page 25 of 34
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
ENOUGH .... why do all " asylum " people .....THROW THEIR PAPERS away before arriving..... Every sovereign nation has the right to "CHOOSE " who they wish to enter the country
ENOUGH .... why do all " asylum " people .....THROW THEIR PAPERS away before arriving..... Every sovereign nation has the right to "CHOOSE " who they wish to enter the country
Identity Attack0.083355546
Insult0.028832749
Profanity0.0137468055
Threat0.009281937
Severe Toxicity0.0037956238
Low Tox 0.1269396 Moderate Con 0.331
Dec 24, 2025 1 likes Deportations From Canada at Their …
The entire world belongs to every human, why are you stoking the flames of hatred?
The entire world belongs to every human, why are you stoking the flames of hatred?
Identity Attack0.020781586
Insult0.03423163
Profanity0.022969801
Threat0.008738215
Severe Toxicity0.0026130676
Low Tox 0.12520397 Moderate Con 0.34 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world …
Journalism is very important for sure, but empathy is even more important. People from 1st world countries will never understand how is it to live on a place that was colonized by the 1st world countries, can only guess about it. Thanks for sharing, I am thankful to have the opportunity to see closer whats happening, you took lots of risks, hopefully nobody will get hurt. Pray for every God you can, without faith we are only animals eating, sleeping, mating and defending ourselves, pretending to be better than someone else. Peace
Identity Attack0.04048799
Insult0.06512285
Profanity0.025360947
Threat0.009359611
Severe Toxicity0.003643036
Low Tox 0.123468354 Constructive 0.756 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door …
i hope this brings more attention to the issue, they've inserted themselves into nearly every entry-level job and infested it with their nepotistic hiring practices, it's absolutely impossible to get a foot in the door here at least in ontario
Identity Attack0.014852738
Insult0.06599696
Profanity0.020373698
Threat0.0074306927
Severe Toxicity0.0022411346
Low Tox 0.123468354 Constructive 0.51 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hahah its happing every where over populated countries australia is the same
Hahah its happing every where over populated countries australia is the same
Identity Attack0.07094744
Insult0.029163294
Profanity0.05168226
Threat0.0083886795
Severe Toxicity0.005302429
Low Tox 0.12260055 Moderate Con 0.325 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Why does Ontario keep voting Liberal every election? I guess they haven't suffered enough yet?
Identity Attack0.038167715
Insult0.04207976
Profanity0.014805742
Threat0.023889944
Severe Toxicity0.0039863586
Low Tox 0.12260055 Moderate Con 0.326 Call_To_Action
Aug 25, 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 …
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...
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED. China .. govt limits 1 child per family .. or it'll be …
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED. China .. govt limits 1 child per family .. or it'll be the same story. Not enuf food to feed the masses. The land cannot contain them. Scary ..
Identity Attack0.05976611
Insult0.03599453
Profanity0.018324144
Threat0.008867673
Severe Toxicity0.0036811829
Low Tox 0.11739369 Constructive 0.502 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their countries of their populations, which in many countries they are packed like sardines. I already left the GTA thinking I would be relieved of this, but no, only slightly. They are in every town. I feel like the government harmed me indirectly because I opposed what the government did, so I took it upon myself to move, and yet, my problem was not solved. Africans, Indians and various Arabs are most in my neighbourhood, now. We are 3 hours away from Toronto. If you here in the comments section plan to move, then find a pocket at least 8 hours away from all the major canadian cities, but closer to some smaller towns.
Identity Attack0.0775651
Insult0.04852104
Profanity0.046922635
Threat0.011068452
Severe Toxicity0.0045204163
Low Tox 0.11652588 Constructive 0.813 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
At one point Amazon in Ontario was hiring every foreign students illegally back in 2024 as drivers. They had to lay them all off.
Identity Attack0.07425626
Insult0.033680726
Profanity0.014464149
Threat0.017328756
Severe Toxicity0.0031852722
Low Tox 0.11652588 Constructive 0.51 Personal_Narrative
Jan 19, 2026 37 likes Why Canada’s immigration system has …
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 …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
Every Canadian city is like that except in Saskatchewan we don't talk about the indigenous
Every Canadian city is like that except in Saskatchewan we don't talk about the indigenous
Identity Attack0.10221587
Insult0.03136692
Profanity0.01490822
Threat0.006420923
Severe Toxicity0.0025939941
Low Tox 0.1140901 Moderate Con 0.407
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
There are good people bad people in every culture race country. Generalization is not the answer. Don't let rich people divide you.
There are good people bad people in every culture race country. Generalization is not the answer. Don't let rich people divide you.
Identity Attack0.08004672
Insult0.032468732
Profanity0.017982552
Threat0.006912862
Severe Toxicity0.0024795532
Low Tox 0.11367676 Constructive 0.502 Moral_Argument
Sep 19, 2025 101 likes Inside Canada's Indian Metropolis (Brampton)
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just …
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just like any other country, social class matters. Canada needs to be way more selective for some time. I love both cultures so it's important that Indian culture doesn't over-run Canadian culture.
Identity Attack0.1294935
Insult0.029273475
Profanity0.013166099
Threat0.0064015044
Severe Toxicity0.0023269653
Low Tox 0.11357342 Constructive 0.843 Policy_Critique
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Every city has a Chinatown.. why not complain about that 😊
Every city has a Chinatown.. why not complain about that 😊
Identity Attack0.09659086
Insult0.028942931
Profanity0.019348921
Threat0.0076119336
Severe Toxicity0.0032043457
Low Tox 0.11336674 Moderate Con 0.371
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
I spent 9 years in brampton, honestly indian people were always super nice... yes there were some outliers but there's outliers in every race.... people are people there are good and bad people everywhere.
Identity Attack0.10221587
Insult0.026831545
Profanity0.044668075
Threat0.008220384
Severe Toxicity0.00459671
Low Tox 0.11336674 Constructive 0.726
Sep 27, 2025 45 likes Inside Canada's Indian Metropolis (Brampton)
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
We need a Canadian ICE, millions need to go home. We also need investigations into fraud at every level of the government, and to fire all the government unions.
Identity Attack0.025002124
Insult0.04090862
Profanity0.012687869
Threat0.025961896
Severe Toxicity0.0029754639
Low Tox 0.11316007 Low Con 0.281 Policy_Critique
Jan 27, 2026 133 likes Inside Canada's Indian Invasion...
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
Identity Attack0.10221587
Insult0.034011267
Profanity0.033144772
Threat0.008039144
Severe Toxicity0.0044059753
Low Tox 0.11305673 Constructive 0.604 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just one Ontario public college had in 2024. There’s no typing error, friends, this is the number and anyone can verify it. The last I checked, these colleges are not operated or governed by immigrants, it’s us who are in charge. We are being mislead to believe that the problem lies elsewhere. Colleges made money, the feds, province , region every body made millions. Where were these auditors for 8 years. This mass influx began in 2018, so was the entire government and administration at all levels was napping.
Identity Attack0.02439919
Insult0.0623257
Profanity0.01941724
Threat0.0072235605
Severe Toxicity0.0022697449
Low Tox 0.112643376 Constructive 0.621 Policy_Critique
Sep 28, 2025 10 likes IRCC Names India in Study …

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.