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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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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: "Here in Australia the indians …" 79 comments · Page 2 of 4
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) …
This story could be based on any city in Australia as well, Indians are pouring into our country like an endless freight train. The political agenda in White countries (for some reason I can't fathom) is to destroy our race & culture. Swamping your country with foreigners from a different culture and race goes against every internal instinct a normal person would have to protect their family, race or tribe to survive in its identifiable form. Japanese people live in Japan, Chinese people in China, Germans in Germany; this is how the world should be. Otherwise, with untapped migration, no country will be identifiable by its roots or culture, which is the real tragedy, because what makes countries in the world different is what makes the world such an interesting and unique place.
Identity Attack0.41975367
Insult0.18480228
Profanity0.104876526
Threat0.0347677
Severe Toxicity0.021548226
Moderate 0.34757367 Constructive 0.647
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Here in Sydney Australia , many years ago the suburb of Strathfield Sydney , the Indian resident wants a statue of Mahatma Gandhi in the center square , the council say NO ! actually " …
Here in Sydney Australia , many years ago the suburb of Strathfield Sydney , the Indian resident wants a statue of Mahatma Gandhi in the center square , the council say NO ! actually " Bloody hell NO "! and this demand disappear permanently !
Identity Attack0.18235919
Insult0.24767025
Profanity0.32658687
Threat0.014220826
Severe Toxicity0.02116089
Moderate 0.3389984 Constructive 0.526 Comparative_Framing
Sep 20, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the …
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the Domestic housing apartment and houses have mild and severe building faults, so isn't that ABUSE by White Fellars and there's nothing the home owner can do because legal and Court costs are so so expensive
Identity Attack0.3958119
Insult0.19500497
Profanity0.07126612
Threat0.010369381
Severe Toxicity0.015415368
Moderate 0.3389984 Constructive 0.572 Unverified_Claim
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians have invaded Canada, USA , UK and Australia.
Indians have invaded Canada, USA , UK and Australia.
Identity Attack0.41052565
Insult0.09270445
Profanity0.0684662
Threat0.017846745
Severe Toxicity0.015544481
Moderate 0.33421695 Low Con 0.171 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Here in Australia the indians make up the majority of immigrants😕
Here in Australia the indians make up the majority of immigrants😕
Identity Attack0.3817989
Insult0.086852804
Profanity0.07449899
Threat0.008336896
Severe Toxicity0.015286255
Moderate 0.32128486 Moderate Con 0.315 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Identity Attack0.34974504
Insult0.24928534
Profanity0.051181246
Threat0.0089712385
Severe Toxicity0.012054443
Moderate 0.32128486 Moderate Con 0.482 Policy_Critique
Oct 2, 2025 1 likes IRCC Names India in Study …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Next: Inside Australia's Indian invasion
Next: Inside Australia's Indian invasion
Identity Attack0.37432748
Insult0.083112895
Profanity0.085167445
Threat0.063352615
Severe Toxicity0.020902663
Moderate 0.31686464 Low Con 0.261 Meta_Commentary
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Identity Attack0.33352965
Insult0.16883044
Profanity0.049928714
Threat0.008116818
Severe Toxicity0.00869751
Moderate 0.31686464 Moderate Con 0.486
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Identity Attack0.2846865
Insult0.24630153
Profanity0.052934792
Threat0.01698343
Severe Toxicity0.013866014
Moderate 0.31547862 Low Con 0.25 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Happening here in Australia. Indians and Africans being bought in, in big numbers. Labour's voting base...
Happening here in Australia. Indians and Africans being bought in, in big numbers. Labour's voting base...
Identity Attack0.37655997
Insult0.13969865
Profanity0.049177196
Threat0.020609349
Severe Toxicity0.013801457
Moderate 0.3127066 Moderate Con 0.457 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple …
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple brute force of overpopulation. It is now going on at full blast, and perhaps already too late to save some of the old Western countries like UK, Canada and Australia. Christian Americans should pay attention to this sly demographic that slithers in, then strangles you.
Identity Attack0.31307843
Insult0.13969865
Profanity0.039657943
Threat0.1954604
Severe Toxicity0.013155893
Moderate 0.30439767 Low Con 0.296 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Identity Attack0.37012735
Insult0.0820023
Profanity0.078378424
Threat0.013579931
Severe Toxicity0.01412424
Moderate 0.30136615 Low Con 0.29 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
let me tell you why as your white ancestors got new land for their people like golden rush in America from europe we indians didn't capture that but now a days look at the indian …
let me tell you why as your white ancestors got new land for their people like golden rush in America from europe we indians didn't capture that but now a days look at the indian population thats why well educated people are moving towards country like us canada australia for better lifestyle and miss their indian environment 😅
Identity Attack0.34974504
Insult0.0838533
Profanity0.036651865
Threat0.008582866
Severe Toxicity0.011291504
Low Tox 0.2922276 Constructive 0.643 Comparative_Framing
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, Australia, Germany and the US. There are far too many Indians applying for courses that they have no intention of ever attending.
Identity Attack0.38223284
Insult0.07333439
Profanity0.019143965
Threat0.010654188
Severe Toxicity0.009269714
Low Tox 0.2854869 Moderate Con 0.492 Call_To_Action
Sep 29, 2025 1 likes IRCC Names India in Study …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a single sentence in English. They bribe the immigration officials and get the IELTS certificate for whichever score/band they need. Some of them have a criminal background. When the inquiry for background check comes up, they bribe the police to get a clean certificate... and they all immigrate to Canada, Australia, New Zealand and other Western countries. Every other brown skinned people gets hated and embarrassed because of these people. I have a strong feeling that many in IRCC are of Indian decent and they help these people. These people are racists, arrogant, selfish, greedy, rude, disrespectful, uncivilized and mostly unintellectual. They don't even respect people from other parts of India.
Identity Attack0.31892163
Insult0.16824563
Profanity0.048175167
Threat0.0113014765
Severe Toxicity0.01121521
Low Tox 0.2854733 Constructive 0.58
Sep 28, 2025 1 likes IRCC Names India in Study …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and …
As an Indian, I agree with my fellow Canadians. If you are coming to a foreign country, you need to follow its rules. But let's also not forget the brits massacred natives in America and Australia xd
Identity Attack0.33352965
Insult0.071433455
Profanity0.050680235
Threat0.1329628
Severe Toxicity0.0118255615
Low Tox 0.28312725 Constructive 0.683 Identity_Assertion
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian invasion in Australia aswell turning it to Bollywood
Indian invasion in Australia aswell turning it to Bollywood
Identity Attack0.29951343
Insult0.0820023
Profanity0.08775374
Threat0.026479885
Severe Toxicity0.01735206
Low Tox 0.28087774 Low Con 0.168 Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
100 K of Indian ppl with fake certificates were caught in Australia 😂
100 K of Indian ppl with fake certificates were caught in Australia 😂
Identity Attack0.28034934
Insult0.083112895
Profanity0.08064143
Threat0.013528148
Severe Toxicity0.01121521
Low Tox 0.2648175 Low Con 0.247 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians are awesome. Haha. Sneak into the Greatest Nation of Earth 😂😂😂 Hard to get to Australia from Canada
Indians are awesome. Haha. Sneak into the Greatest Nation of Earth 😂😂😂 Hard to get to Australia from Canada
Identity Attack0.26494437
Insult0.0623257
Profanity0.04667213
Threat0.0091524795
Severe Toxicity0.00957489
Low Tox 0.24763705 Low Con 0.269 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
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.