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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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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: "Makes me so proud to …" 18 comments
more garbage from CBC. Proudly making ignorant Canadians..
more garbage from CBC. Proudly making ignorant Canadians..
Identity Attack0.55044734
Insult0.7344449
Profanity0.13697
Threat0.008556974
Severe Toxicity0.03321367
Toxic 0.7675452 Low Con 0.129 Identity Attack Insult
Jul 11, 2018 1 likes How much do refugees and …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. …
Tyler, aren't you a piece of work, a proud covert racist and master manipulator. Divide n conquer, psychological warfare and low iq yikes like you, makes the elite happy for the missionary work you're doing. Hm, even they can't take their money with them when its their time to transition. Nothing to see here folks just the usual suspects doing the usual.
Identity Attack0.10221587
Insult0.4710501
Profanity0.044417568
Threat0.009722093
Severe Toxicity0.014898917
Moderate 0.42129645 Low Con 0.208 Moral_Argument
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. All the punjabis and sindhis want to go to canada. Thx for making the vid. I will share with my ex classmates who work at gas stations lol.
Identity Attack0.38185352
Insult0.27558193
Profanity0.13785136
Threat0.026479885
Severe Toxicity0.02296847
Moderate 0.3666224 Constructive 0.634
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country …
Why is that all hate against Indians in Canada? Am not Indian origin , but what is wrong for Indian making majority in Brampton. Am black African living in Toronto , who love this country for giving me the chance to build my life and always I bless Canada and Canadians.saying all this , Do we not have a pocket in a city / town dominated by people whose origin traces all the way from Italy/ Portuguese/ Lebanon / Ukraine etc . So for me , yes you can talk about controlled immigration without dehumanizing Indian migrants. Am a proud Christian , and receiving an immigrants is a blessing, even my lord and king Jesus Christ was refugee in Egypt. The west welcoming immigrants coming from Christian heritage, that is why indeed western countries are very blessed. Am not saying, open border policy is acceptable . Still you talk respectfully about controlled immigration without dehumanizing any group of immigrants.
Identity Attack0.293411
Insult0.08831572
Profanity0.04491858
Threat0.008893564
Severe Toxicity0.008506775
Low Tox 0.27412915 Constructive 0.89
Oct 4, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation …
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation is suppost to do? Our border is unguarded along america allowing illegal migrants who come to our countries from around the world to sneak into the usa or sneak into Canada, 73% of all our exports go to the usa, usa is no longer rather our boss, all these prideful canadians dont realize that our whole economy hinges on america lol, russia and china have been investing in making milltary bases in the artic, if we dont secure our artic then the usa will do it for us, but if that happens then who will really own the artic?
Identity Attack0.18705739
Insult0.15769513
Profanity0.048175167
Threat0.008285114
Severe Toxicity0.008621216
Low Tox 0.2540519 Moderate Con 0.427 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud …
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud Boys and the White Ethnostate” by Alexandra Minna Stern (2019).
Identity Attack0.23922618
Insult0.038566336
Profanity0.045419596
Threat0.010964886
Severe Toxicity0.005836487
Low Tox 0.19893374 Moderate Con 0.363 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was worked hard for, they worked hard to make a living and a future for their families, they were given money by family that was here and paid back every, single, cent, it wasn't just given to them for free by the government while the rest of the people here suffer, so many of the people are brought here and given everything, it's like people have never heard the phrase "Give a man to fish, he eats for a day. Teach a man to fish, he eats for life." the problem is that they keep giving them fish, so now they expect it so much they damn near demand it... it sickens me. I'm a student right now, 15 years ago it felt like I lived in my home, proudly in Canada, with all kinds of people... now, I go to class, and I feel like I live on a different planet, everyone looks the same, with a hint of variety... American complain that they don't see White people much anymore, I complain because I only see ONE type of person now... nobody else...
Identity Attack0.049989145
Insult0.029383656
Profanity0.06195303
Threat0.010990778
Severe Toxicity0.00541687
Low Tox 0.11088664 Constructive 0.768 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need government/leaders that are proud to be Canadian, whom will do anything to keep our culture alive, that will work on improving the country and persevere into making this once great country great again! …
We need government/leaders that are proud to be Canadian, whom will do anything to keep our culture alive, that will work on improving the country and persevere into making this once great country great again! Instead of selling out!
Identity Attack0.008028535
Insult0.018065477
Profanity0.0103821205
Threat0.0065568537
Severe Toxicity0.0010061264
Low Tox 0.0414203 Moderate Con 0.483
Aug 28, 2025 1 likes Why Canadians Are Turning Against …

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.