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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: "Remember, it is Indians that …" 41 comments · Page 2 of 2
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small …
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small minority who are paid to often be anti their own country of origin. Remember all the white people are actually European immigrants into the Americas, this is just an example of continuous migration of humans, some of whom conducted bad businesses, even in the beginning of the colonisation of the Americas. You call yourself the originals, but you are just immigrants as well. The Native Americans and Inuits were the originals. And yet you have nearly wiped them out. The United States of America is standing on the dead bodies of the natives! The hypocrisy when they call out new immigrants entering America and Canada!
Identity Attack0.28622448
Insult0.08212569
Profanity0.027273865
Threat0.008945347
Severe Toxicity0.00705719
Low Tox 0.25084448 Constructive 0.595 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
I would've felt bad for Canadians as an Indian But i remembered what canadians themselves did to native population in canada Those who commited genocide shouldn't complaint about such cases
I would've felt bad for Canadians as an Indian But i remembered what canadians themselves did to native population in canada Those who commited genocide shouldn't complaint about such cases
Identity Attack0.28034934
Insult0.0623257
Profanity0.017162729
Threat0.027515862
Severe Toxicity0.0075149536
Low Tox 0.24603334 Constructive 0.573
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Looks like Indian culture is more about community. I remember having friends getting kicked out of their homes at 18. This would never happen in an Indian household. Temples welcome all and feed everyone they …
Looks like Indian culture is more about community. I remember having friends getting kicked out of their homes at 18. This would never happen in an Indian household. Temples welcome all and feed everyone they can. Seems like the Indian immigrants are acting more Canadian than the old residents.
Identity Attack0.2877625
Insult0.06442356
Profanity0.018529098
Threat0.01750142
Severe Toxicity0.008201599
Low Tox 0.2396185 Constructive 0.758 Comparative_Framing
Sep 27, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as owner of the land. Do you remember how many slaves European Colonizers have killed? King Leopold, Algerian war of Independence against France, how many African slaves lost their lives to build the Congo-Ocean Railway? Spanish demolition of Aztec and Inca empire in South America, did you remember the Encomienda system?! Why did Taino people vanish on Caribbean Island?! Portuguese forced labor policies in Angola, Mozambique?? Millions of them lost lives to fight against Portuguese colonizers. Then our favorite East India Company, the British empire where Sun Never Set. They decimated India, Australian Aboriginal, New Zealand Māori and Red Indians, native Americans who migrated to America from Asia long back. How many natives' indigenous populations countries after countries, continent after continent, their father mother daughter son wife husband grandparents your ancestors have killed???? Do you have any count????? In this civilized world no Supremacists be it Right or Left wing, especially Hitler, Mussolini, Stalin like White Supremacist have no place anymore, you have done enough good for the world. You cannot justify your stand using a Charlie Kark.
Identity Attack0.1808059
Insult0.110259406
Profanity0.024062896
Threat0.021300001
Severe Toxicity0.009422302
Low Tox 0.23667802 Constructive 0.519 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
you make it sound like there is something wrong when there is not. Movement of the people. It has always been and will always be. Remember that time white people came to Canada? Funny how …
you make it sound like there is something wrong when there is not. Movement of the people. It has always been and will always be. Remember that time white people came to Canada? Funny how the real Indians are the next change after the Columbus' "Indians" were overtaken by anglo-saxons and francs.
Identity Attack0.27991617
Insult0.06739554
Profanity0.023174755
Threat0.008026198
Severe Toxicity0.00579834
Low Tox 0.2359567 Moderate Con 0.36 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's …
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's getting harder and harder especially since majority of staff in jobs I worked recently are prejudiced and stick to their own ranks. Good journalism M8 I can't believe you put yourself in that situation at the end
Identity Attack0.26663736
Insult0.06477321
Profanity0.047173142
Threat0.00948907
Severe Toxicity0.00667572
Low Tox 0.22846605 Constructive 0.822 Personal_Narrative
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Identity Attack0.11396073
Insult0.06407392
Profanity0.023243073
Threat0.0078449575
Severe Toxicity0.0044059753
Low Tox 0.16851899 Constructive 0.675 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
I remember the day I presented my citizenship exam, there were were people who did not even read, write or speak English. Not only Indians, but Chinese as well. How is that even possible? I …
I remember the day I presented my citizenship exam, there were were people who did not even read, write or speak English. Not only Indians, but Chinese as well. How is that even possible? I studied and learned English to fit in and be where I am now, why is this standard so skewed for people from former Asian, British colonies?
Identity Attack0.16373143
Insult0.055547886
Profanity0.02344803
Threat0.0067186756
Severe Toxicity0.0035095215
Low Tox 0.16331999 Constructive 0.701 Personal_Narrative
Oct 11, 2025 IRCC Names India in Study …
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 …
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...
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.