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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

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Active: "it is so disturbing how …" 25 comments
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS …
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS ..... its a cover... the free loading HAS TO DAMN WELL STOP.
Identity Attack0.39870077
Insult0.4125297
Profanity0.42709363
Threat0.01187109
Severe Toxicity0.03590374
Moderate 0.5140397 Constructive 0.528
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
YouTube keeping this racist video on here is really disturbing
YouTube keeping this racist video on here is really disturbing
Identity Attack0.27682206
Insult0.24928534
Profanity0.18663849
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.44393396 Low Con 0.275
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
It would have been next level if it was only muslim immigration. Be happy atleast it's Hindu immigration, they basically live among themselves with out disturbing you (whites).
It would have been next level if it was only muslim immigration. Be happy atleast it's Hindu immigration, they basically live among themselves with out disturbing you (whites).
Identity Attack0.5051593
Insult0.24171697
Profanity0.1554785
Threat0.013424582
Severe Toxicity0.02077355
Moderate 0.4014846 Moderate Con 0.362 Identity Attack
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a …
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a saint. This is like if Morton Downey Jr. was a youtuber.
Identity Attack0.07921951
Insult0.43296707
Profanity0.10735235
Threat0.009929225
Severe Toxicity0.012962224
Moderate 0.40060925 Moderate Con 0.363 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which …
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which caused them to relocate. I suspect a lot will repatriate themselves when the war ends. I've encoutered many immigrants over the years and I have noticed, that in the last 20 years or so that a disturbing number of refugees are bogus exploitative jerks who wound up here because they weren't welcome where they came from because of their own character flws.
Identity Attack0.36702603
Insult0.41530323
Profanity0.33453682
Threat0.02440793
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.763 Personal_Narrative
Oct 8, 2025 How Canada broke its immigration …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will …
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will be replaced. He has said we have no core identity and are the “first post national state”. These liberals let illegals in knowing they have a fake asylum claim but let them in and give them free housing free food free healthcare free money to the tune of $224 bucks a day. It takes near 4 years to have an asylum claim heard in Canada. So they are paid well over $320,000 bucks. And nobody wants to talk about this but these covid shots sterilizes males and females. But immigrants be it legal or illegals We’re not mandated to take the shots. I just read a piece on substack. I highly recommend you find it and read it. Quote Leaked internal Pfizer documents have revealed a disturbing truth: the vaccine’s greatest impact may not be on the lungs, but on the future of human reproduction. LIONESS OF JUDAH MINISTRY SEP 09, 2025 End Quote Quote: It’s titled Pfizer knew mRNA nanoparticles attack baby boys testes, damaging masculinity and fertility for generations.
Identity Attack0.33060804
Insult0.26957804
Profanity0.04516909
Threat0.009929225
Severe Toxicity0.0126394415
Moderate 0.33504707 Constructive 0.54 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is a disturbing GENDER UNBALANCE in this panel considering Canada champions itself with “diversity” that includes gender.
Identity Attack0.23163283
Insult0.24630153
Profanity0.020646973
Threat0.007029374
Severe Toxicity0.005645752
Low Tox 0.28857216 Moderate Con 0.38 Policy_Critique
Oct 3, 2025 3 likes IRCC Names India in Study …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise racism! Seeing people praising the bike guy as "honest" is quite frankly very disturbing and sad!
Identity Attack0.17769934
Insult0.18604483
Profanity0.020783609
Threat0.0076119336
Severe Toxicity0.00541687
Low Tox 0.2786282 Constructive 0.665 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
One thing that disturbing people all over the world is how Indians don't want to assimilate but keep on living in isolation and stop integrating with the local population.
One thing that disturbing people all over the world is how Indians don't want to assimilate but keep on living in isolation and stop integrating with the local population.
Identity Attack0.35624164
Insult0.08434689
Profanity0.044417568
Threat0.010757755
Severe Toxicity0.008659363
Low Tox 0.2786282 Constructive 0.507
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Identity Attack0.2808415
Insult0.0820023
Profanity0.023721304
Threat0.0130621
Severe Toxicity0.008506775
Low Tox 0.24924077 Moderate Con 0.465 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
25:27 I have said the same. Their entitlement to refugee benefits is disturbing. My parents NEVER EVER collected social assistance neither looked for handouts. They never believed they were entitled to anything. ❗️❗️❗️❗️
25:27 I have said the same. Their entitlement to refugee benefits is disturbing. My parents NEVER EVER collected social assistance neither looked for handouts. They never believed they were entitled to anything. ❗️❗️❗️❗️
Identity Attack0.07921951
Insult0.07333439
Profanity0.029888187
Threat0.008220384
Severe Toxicity0.0050354004
Low Tox 0.23343207 Constructive 0.677
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
Identity Attack0.01374736
Insult0.0808917
Profanity0.040910475
Threat0.007754337
Severe Toxicity0.0040626526
Low Tox 0.20126031 Low Con 0.28
Oct 9, 2025 IRCC Names India in Study …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions cramped, bad pay, buying their way. LMIA scams. meanwhile quality of life for all goes down. we need healthcare and hospitals and education and jobs. basic infrastructure is crumbling. can we fix this before we keep bringing in more and more people in to a country that is in a polycrisis please? if you are thinking of coming to Canada right now please spread the word, resources are spread thin here.
Identity Attack0.021585498
Insult0.12159709
Profanity0.04642162
Threat0.008466354
Severe Toxicity0.0050354004
Low Tox 0.20126031 Constructive 0.754 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
When the globalist said they wanted a “one world order” this is how they’re doing it. They import people from all over the world to disrupt and disturb the common folk who created a system …
When the globalist said they wanted a “one world order” this is how they’re doing it. They import people from all over the world to disrupt and disturb the common folk who created a system that worked for them and is now being destroyed by the 3rd world.
Identity Attack0.09659086
Insult0.0573046
Profanity0.01887069
Threat0.011560392
Severe Toxicity0.0039100647
Low Tox 0.15987846 Low Con 0.247 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save …
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save for everyone. When we come to Canada we must intend to help build and maintain a stable society not tear the country apart and put others at risk. It’s time to get rid of all criminal elements within the borders of Canada. Canada shouldn’t be a gangster paradise. No one has the right to come to Canada and disturbed the peace and stability we all enjoyed. Please deport all the trouble makers, drug dealers and gangs. Don’t even waste taxpayers dollars keeping those criminals in prison, when they’re caught and proven guilty, please deport immediately.
Identity Attack0.06385879
Insult0.06529768
Profanity0.015249812
Threat0.043955702
Severe Toxicity0.0043296814
Low Tox 0.15656179 Constructive 0.669 Call_To_Action
Feb 22, 2026 Canadian immigration officers investigating hundreds …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
This is happening all over the world it’s very disturbing. 😢
This is happening all over the world it’s very disturbing. 😢
Identity Attack0.005364689
Insult0.014960921
Profanity0.019963788
Threat0.00948907
Severe Toxicity0.00289917
Low Tox 0.07608539 Moderate Con 0.415 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more labor should be less taxed. BYE CANADIAN Only. HI TAX for imported goods. * Build thousands condominiums by government and rent them to low income people. Decentralized from major cities. * Lower the TAX like USA * Implement Health insurance like USA. Easy Medical loan who needed. * Women should be encouraged to take babies and raise kids for population growth. Increase child benefits and handsome pregnancy award to give birth. Maternity benefits for 3 years. * Culture is freedom of choice on one hand and it should be practiced in private places or in closed boundaries. There should not be any national culture or majority culture. All should respect each other and don't try to impose anything to others. So no public display or disturbances by culture issues. * Omitting bilingual system of English French. It's very stupidity. In office or workplaces ONLY English Please. Quebec only French. Not both. Government language only English. In private places you speak anything but outside only English. It could be broken English but English. It's important. The solutions are in front of us, government don't want to act
Identity Attack0.0233943
Insult0.028171662
Profanity0.014054239
Threat0.0067186756
Severe Toxicity0.002298355
Low Tox 0.075294 Constructive 0.684 Policy_Critique
Sep 15, 2025 Why Canadians Are Turning Against …
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario …
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario 59.1% foreign born Mississauga Ontario 57% Foreign Born Toronto Ontario 51.9% foreign born Surrey BC 50.8% Foreign born Vancouver BC 48.8% Foreign Born Montreal QC 40.9% Foreign Born Calgary Alberta 35.4% foreign born Edmonton Alberta 34.9% foreign born So if you feel you’re a visible minority in your own nation Canada it’s not just a feeling, you really are. Quote Trudeau 2017 on his explanation why there are wide open borders The very concept of a nation founded by European Settlers is offensive to me. Old white stock Canadians are an unpleasant relic, and quite frankly replaceable. And we will replace them. End Quote
Identity Attack0.033269364
Insult0.024897853
Profanity0.015215653
Threat0.007301235
Severe Toxicity0.0020503998
Low Tox 0.07212844 Constructive 0.629 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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