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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: "I am not saying all …" 1,368 comments · Page 20 of 55
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...
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
If all you can say is they bring good food.... bruh stfu...
If all you can say is they bring good food.... bruh stfu...
Identity Attack0.009545447
Insult0.25602314
Profanity0.34391102
Threat0.007521313
Severe Toxicity0.01502803
Moderate 0.37576625 Low Con 0.21 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Identity Attack0.34649673
Insult0.31740165
Profanity0.07870171
Threat0.0115345
Severe Toxicity0.014769804
Moderate 0.37576625 Constructive 0.684 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe …
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe 🙄
Identity Attack0.44690517
Insult0.18728738
Profanity0.03690237
Threat0.007922632
Severe Toxicity0.014188796
Moderate 0.37576625 Moderate Con 0.427
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Talks about getting the good ones says one pooped on the bus 😑
Talks about getting the good ones says one pooped on the bus 😑
Identity Attack0.010507392
Insult0.1640896
Profanity0.29209393
Threat0.046541955
Severe Toxicity0.019740647
Moderate 0.37576625 Low Con 0.292 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest …
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest economy saar we are superpower saar but we don't live in India saaar 😂😂😂😅
Identity Attack0.38208112
Insult0.34237885
Profanity0.20592089
Threat0.122295745
Severe Toxicity0.0475607
Moderate 0.37576625 Moderate Con 0.391 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
Identity Attack0.4453683
Insult0.24171697
Profanity0.07320584
Threat0.020436687
Severe Toxicity0.01806218
Moderate 0.37458646 Constructive 0.58 Personal_Narrative
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
Why does every leech say they are a "student"?
Why does every leech say they are a "student"?
Identity Attack0.043581683
Insult0.37506318
Profanity0.19401662
Threat0.008246276
Severe Toxicity0.013091337
Moderate 0.37458646 Low Con 0.277
Jan 27, 2026 Inside Canada's Indian Invasion...
When you say invasion it means committing genocide of millions and looting their culture And claim their landmass as yours For example what white Europeans did with Canadian and Red Indians
When you say invasion it means committing genocide of millions and looting their culture And claim their landmass as yours For example what white Europeans did with Canadian and Red Indians
Identity Attack0.41975367
Insult0.1640896
Profanity0.041912504
Threat0.13815513
Severe Toxicity0.021548226
Moderate 0.37458646 Moderate Con 0.386 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... …
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... they have a common fearure...they lie constantly about their education and experience. When you are interviewing an Indian IT person , they know everything, according to their answers... but it is a lie.
Identity Attack0.43896464
Insult0.2735258
Profanity0.1067334
Threat0.009851551
Severe Toxicity0.016706496
Moderate 0.37340668 Moderate Con 0.486 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, …
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, then it's time to get it back. Let's be honest as an immigrant. The biggest pushback I've ever got for the observation of truth is from white liberals. I've been called racist for defending whites.
Identity Attack0.44690517
Insult0.2469859
Profanity0.079025
Threat0.0103175985
Severe Toxicity0.01302678
Moderate 0.37340668 Constructive 0.625 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Identity Attack0.40158966
Insult0.25602314
Profanity0.044417568
Threat0.06658544
Severe Toxicity0.01896597
Moderate 0.3722269 Constructive 0.508 Identity_Assertion
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
In every country the migrant has the political power on theirs side .here in Belize the Hispanic migrants come to live because thay says that theys cannot live in theirs country that they destroy but …
In every country the migrant has the political power on theirs side .here in Belize the Hispanic migrants come to live because thay says that theys cannot live in theirs country that they destroy but when they enter ours country they Brought along theirs dirty minds and actions along with them .. when they met the local they will demand that you talk to them in theirs language they can live in your country for 100 years they will still force you to talk theirs language because it is the only language that God create ..
Identity Attack0.39334553
Insult0.3388922
Profanity0.1110661
Threat0.015256803
Severe Toxicity0.020902663
Moderate 0.3722269 Constructive 0.505
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. …
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. Low birth rate due to unaffordability. There are actually areas in Canada that don't speak either official language. I can't even enter a shoppers drug mart without being assaulted by horrible body odor coming from the temporary foreign workers. END THE TFW PROGRAM. Farms are the only areas where it is needed. Canadian gov says we need to increase population... But not of it's own citizens. So they made it impossible for it's citizens to afford children and then dumped all of India into our country. IM SICK OF IT.
Identity Attack0.25986546
Insult0.3682569
Profanity0.099305905
Threat0.010265815
Severe Toxicity0.016319158
Moderate 0.3722269 Constructive 0.514
Sep 10, 2025 Why Canadians Are Turning Against …
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse …
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse than any world war we've had. The lack of self preservation will be our downfall. Not Russia, China, AI, or some exotic strain of covid. Empathy and the incoming cultural suicide will be.
Identity Attack0.41975367
Insult0.21602537
Profanity0.058445938
Threat0.13633445
Severe Toxicity0.020257099
Moderate 0.3722269 Moderate Con 0.374
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all around the world worshiping the antichrist in the Islamic faith, doing voodoo and black magics in Africa, Jamaica, Haiti, Mexico, Columbia and the list goes on, all serving Satan praying to false gods. The concept of "one way to God through Jesus" stems from the biblical declaration in John 14:6 where Jesus says, "I am the way, the truth, and the life. No one comes to the Father except through me". This Christian belief holds that Jesus's unique role as God's Son, his perfect life, and his sacrificial death for humanity's sins make him the sole mediator and the only path to reconciliation and salvation with God. Yes, praying to false idols is considered a grave sin, as it is a form of idolatry that violates the fundamental principle of worshipping only the one true God. Idolatry is defined as the worship of something other than God, including physical idols, created beings, or even earthly things, and is seen as a profound sin because it steals glory due to God and prioritizes something powerless over the all-powerful true God. To pray to false idols from different Nations was and still is a trick, lie and manipulation of the devil to ensure that you all burn for all eternity in Hell with Satan, when Jesus returns. This is not meant as an insult to people from other cultures but a word of Gods truth being shared so you too can be delivered from the evil in todays word when Jesus does return and He is coming. Not everyone is guilty of evil works of the devil but we are all guilty of sin in every nation and every culture. God gifted us with the death of Christ so we can be delivered form sin in todays world and saved from eternal damnation. No other offer is made to man except those who believe in Christ. Why do you think that they want to destroy Christianity and all who choose God in Christ. Satan knows his time is up and he wants you and your generations to suffer eternal damnation with him. Government employees doing acts of terror against Christian places of worship. This is who our Corrupt Governments hire, not to protect and serve the people but do literal acts of terror against them. https://youtu.be/uCLkFrPdhXw Just look at our government run businesses in the LCBO https://youtu.be/THQWvc3_jcc ,which appears to have a very high number of East Indian employees as staffers and the police do nothing against it or in defense of the taxpayer. It appears that many from India are doing the devils works against Canadians https://youtu.be/LfLzJX7kXuI What is Pierre Poilievre doing for our economy again, as he claims that he has more important things to do to save our economy than stand in defense of the Canadian people for our rights and freedoms. https://youtu.be/sJyC7yda2FE Lies all lies as he plays the role of Pinocchio. Canada Nation Defense for terrorists against the people of Canada and believers in Jesus Christ. health Canada scientists promoting death and illness promoting things that are harmful to pregnant women, fake science and forcing these things on people by threatening their incomes livelihoods and freedoms to have basic living essential and conditions. Canada Revenue robbing every tax payer until the have nothing left. Even in your death as they find new was to ensure that death comes sooner than later in our lives by creating suicide programs, and free drug programs, criminal release programs, allowing criminals to break into your home to steal, destroy and kill you and your family, inviting terrorist into the country and free to do whatever harm they want to the Canadian people. You go to jail and they are free to do it again. This story of capital gains https://youtu.be/c0OukNP1vZ8is even before Carneys new 2026 Capital gains tax laws on you initial home and property as well, not just secondary real estate. They are greedy and want everything that you have worked your whole life for. Truth be told though, they have being saying this the whole time "you will have nothing and be happy" All these things are real and are happening in Canada under this evil agenda of both the Federal and Provincial governments. You as Canadians need to arm yourselves with the power Of God in Jesus Name as His word warns us in Ephesians 6:12; For we wrestle not against flesh and blood, but against principalities, against powers, against the rulers of the darkness of this world, against spiritual wickedness in high places. If you still don't believe me, then ask yourself "What has any one of those fake politicians Federal and provincial done against any of these evil actions that have been forced onto the Canadian people since Trudeau too power ten years ago...That was rhetorical, that have done nothing but talk from both sides of their mouths. They have done nothing for the people but they have served themselves in every possible way as they are all guilty of taking your money and living high on the hog while you go broke, homeless and without food. They are true evil ang guilty of crimes against humanity. I vow as I decree and declare to my Father in the heavens in the name of Jesus, that I will pray for the good people of Canada against this evil and corruption every day. I hope that many of you will join me in these prayers IN THE MORNING AND AT NIGHT, for Him to defend us against our modern day Pharaoh in Canada and deliver us from our oppressors', as He did for Moses and his people in the Book of Exodus against that evil that Satan brought and is bring to us again today. Amen!
Identity Attack0.40713623
Insult0.26957804
Profanity0.11477985
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.3722269 Constructive 0.51 Meta_Commentary
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 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.