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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: "While I acknowledge that the …" 21 comments
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
Identity Attack0.7028837
Insult0.6831271
Profanity0.39409557
Threat0.013113883
Severe Toxicity0.20678867
Toxic 0.76523775 Moderate Con 0.352 Identity Attack Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the …
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the best. Those who do not contribute to society and merely leech off of it are the true dregs. That applies the same to a white man with needles harassing people under a bridge and a black man in a hoodie and mask robbing a convenience store (non-Indian stereotypes) as it does to any immigrant who hops the border and expects this country to fund their way. That said, there have been far too many immigrants in the last decade, regardless of origin. I've lived in my small town in BC for 37 years and somehow I cannot get a family doctor (I visit all of the local clinics annually and am on the provincial waiting list) while a lot of newer residents seem to have a doctor within months of moving here. I am glad I bought my house when I did, I would not be able to afford one today. I am not against legal immigration, just slow it down so the infrastructure can support it and properly vet those who apply. The system for deportment currently employed in the US is far too hastened and imperfect for my liking but the lack-of-a-system (or heck, acknowledgement) that this is even an issue by the current and previous Canadian governments is equally as concerning (arguably more, other folks can debate the politics of it).
Identity Attack0.4482637
Insult0.36798462
Profanity0.16869035
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.39842087 Constructive 0.828 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Lmao even indians acknowledge the uncontrolled indian population in canada
Lmao even indians acknowledge the uncontrolled indian population in canada
Identity Attack0.44690517
Insult0.24171697
Profanity0.13608865
Threat0.009747985
Severe Toxicity0.022322904
Moderate 0.37751234 Low Con 0.181 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians …
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians are coming here which is a huge brain drain and capital loss for India itself , just because it is not able to provide better job opportunities there. Now they are coming with different cultural background with English not as their first language. But they settle down here for long term and contribute to the economy of this country. Don't hate them, they have done nothing wrong
Identity Attack0.37012735
Insult0.16124763
Profanity0.024814399
Threat0.009204263
Severe Toxicity0.009841919
Low Tox 0.29771072 Constructive 0.719
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the …
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the guy on the cycle like hello are we not gonna acknowledge that??
Identity Attack0.11744241
Insult0.0777699
Profanity0.029888187
Threat0.0072235605
Severe Toxicity0.005569458
Low Tox 0.22311419 Constructive 0.629 Moral_Argument
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Identity Attack0.009471451
Insult0.14512913
Profanity0.03489832
Threat0.03304107
Severe Toxicity0.0042915344
Low Tox 0.200795 Moderate Con 0.458 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, built a nation where opportunity is possible. We cannot erase the past, but we can acknowledge it and learn to live with respect. But to the wave of immigrants who came after 2017—listen carefully: you are ruining the very country you ran to for safety and opportunity. Too many of you are uncivilized. You don’t respect others. You lie, you cheat, you act without humility or integrity, you always go for short cut, you stink. You take advantage of a system you never helped build, and you give nothing back in return. This country was built on respect, honesty hard work, and accountability—values you seem to ignore. If you cannot live by those principles, then you don’t belong here. Canada is not here to lower itself to your standards. Either rise up, learn the values that make this country strong, or stop pretending you deserve the opportunities that others fought for. Never mind, just leave!!!!!!!
Identity Attack0.105256535
Insult0.07935401
Profanity0.019690514
Threat0.009359611
Severe Toxicity0.004234314
Low Tox 0.17891699 Constructive 0.605
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they …
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they are willing to work and pay taxes. In fact, we should look at the root cause of these problems. It is the colleges making money off these immigrants, it is the corporations who do not want to pay decent living wages to Canadians so they are hiring these immigrants at minimum wage jobs. This is called capitalism where the corporate has to save as much money as possible for their shareholders. So yes immigration is a huge problem but immigrants alone are not at fault. The fault lies with the government (federal, provincial and municipal) and the corporate entities in Canada as well.
Identity Attack0.08831879
Insult0.0816321
Profanity0.018665737
Threat0.007081157
Severe Toxicity0.0032615662
Low Tox 0.16245349 Constructive 0.663 Policy_Critique
Feb 14, 2026 1 likes Canada's tighter immigration policy divides …
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Identity Attack0.13377325
Insult0.035443626
Profanity0.02030538
Threat0.00713294
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling Brampton 'brown town' because all they see is skin colour. Many of the interviewees disparage India but fail to acknowledge it is rapidly advancing recently becoming the 5th biggest economy and on track to be 3rd by 2030.
Identity Attack0.0775651
Insult0.031036375
Profanity0.014259194
Threat0.0077154995
Severe Toxicity0.0024223328
Low Tox 0.10826672 Constructive 0.777
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for my skin. Cause I do not judge you for yours. I acknowledge that we are different races, but we are still humans, I was raised Canadian through-and-through. To be kind of people is so deeply and rooted in my blood but then it hurts that I let people do the things they have.This woman is right We need to hold people accountable.Canada is not the country it used to be
Identity Attack0.0775651
Insult0.026702631
Profanity0.024199532
Threat0.009981008
Severe Toxicity0.0038146973
Low Tox 0.09915545 Constructive 0.817
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the past ten years. Housing, jobs, health care... we've watched Canadians go homeless, jobless, and die in line to see a doctor.
Identity Attack0.03919895
Insult0.024382202
Profanity0.010313802
Threat0.010110466
Severe Toxicity0.0023078918
Low Tox 0.08083374 Constructive 0.671 Economic_Argument
Jan 17, 2026 2 likes 2.9 million Canadian temporary visas …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is …
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the …
There are way more than 800,000 people actually living in Brampton. Even local politicians acknowledge this. The censuses obviously don't count people here living illegally in lofts above their workplaces, nor do they count the thousands upon thousands of people living packed into illegal basement apartments and officially empty "investment properties." Why do you think covid lasted longer in Brampton than anywhere else in Canada and commuting in this city is impossible
Identity Attack0.008435511
Insult0.012414906
Profanity0.009681856
Threat0.006058442
Severe Toxicity0.0008392334
Low Tox 0.023906821 Constructive 0.715 Unverified_Claim
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Identity Attack0.0023493639
Insult0.008595883
Profanity0.010894509
Threat0.006757513
Severe Toxicity0.0007200241
Low Tox 0.014827953 Constructive 0.57
Jan 27, 2026 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.