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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: "As a UK citizen,I am …" 14 comments
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and …
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and others.. the world needs to create a global coalition in order to stop this drama and open an serious investigation of what's going on in there country if it is the 5th largest economy in the world then why they're citizens are fleeing everyday and millions living below the line of poverty!
Identity Attack0.27682206
Insult0.34782293
Profanity0.12727508
Threat0.022853967
Severe Toxicity0.018578632
Moderate 0.37694603 Constructive 0.534
Sep 28, 2025 IRCC Names India in Study …
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian …
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian canadian citizens will aid the canadian government catching these people. I am in Canada now for the first time and its a beautiful country - don't destroy it like the UK has
Identity Attack0.43256098
Insult0.24928534
Profanity0.024609445
Threat0.036149003
Severe Toxicity0.015286255
Moderate 0.3625127 Constructive 0.594 Call_To_Action
Sep 29, 2025 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 …
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a …
Good to see you calling it out; we live in a far left totalitarian society in Canada so they'll do nothing but ignore the problem and label everyone who reacts to the excessive immigration a 'racist.' The UK has the same problem, anywhere under left wing leadership is funneling in Islam while scapegoating their own citizens for being angry about the lack of assimilation. If we went to India and tried to import our own culture, we'd be called racist and yet when they come here and do it, we're still called racist because we're expected to be subservient and accommodating.
Identity Attack0.2964622
Insult0.19734058
Profanity0.027000591
Threat0.01052473
Severe Toxicity0.008773804
Moderate 0.30136615 Constructive 0.67 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections …
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections and your political parties have fallen to "Vote bank politics" as in case of UK. Democracy's flaw catching up in Canada. I am sure these things will not be fixed
Identity Attack0.27510223
Insult0.1469393
Profanity0.020646973
Threat0.021472665
Severe Toxicity0.00831604
Low Tox 0.26104406 Constructive 0.612 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. etc. they wanna have this whole destabilization of the voting blocks so that the government can literally run wild do whatever they want. It’s funny how the “great replacement“ is said to be “deboned“ online yeah it’s literally happening right in front of our faces and our government leaders across the world are just openly saying it even in America. It’s either massive legal immigration from the left or massive H1B visa immigration from the right they literally tell you right to your face that you are either “too lazy“ or “too stupid“ to do some of these jobs meanwhile, there are millions of smart citizens who are not only ready to work, but can do the jobs that the H1B visa people and the illegal immigrants do way better especially because most of the H1B jobs are literally working at a fucking gas station and anything the illegal immigrants are doing especially jobs in construction and labor. American citizens and Canadian citizens do a way better quality job. Never believe the PSYOP of immigrants being “way better workers“ that’s literally just just a flyable objectively untrue. A wise man once said if someone is willing to cheap out on labor, then they are willing to cheap out on the job.
Identity Attack0.21075934
Insult0.08484049
Profanity0.07611542
Threat0.012492486
Severe Toxicity0.008735657
Low Tox 0.24282593 Constructive 0.644 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mass immigration is a horrible thing. It ruins culture and countries. Failed countries need to be held accountable for their failures. Their homelands need to take care of their people. Too many people come to …
Mass immigration is a horrible thing. It ruins culture and countries. Failed countries need to be held accountable for their failures. Their homelands need to take care of their people. Too many people come to the US and probably Canada definitely the UK. They get there and then expect the country to conform to them and their culture and that’s not right. People that move to different countries need to conform to that country and shouldn’t be allowed to be a citizen if they can’t speak, read and write that countries language proficiently.
Identity Attack0.1294935
Insult0.0818789
Profanity0.02433617
Threat0.00866054
Severe Toxicity0.005455017
Low Tox 0.20149297 Constructive 0.513 Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
UK citizen here. It gets worse.
UK citizen here. It gets worse.
Identity Attack0.10221587
Insult0.05964688
Profanity0.022423252
Threat0.008194493
Severe Toxicity0.0037002563
Low Tox 0.18649188 Moderate Con 0.44 Comparative_Framing
Feb 8, 2026 Inside Canada's Indian Invasion...
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote appropriately to limit immigration, especially family reunion of old relatives and males that the country will have to look after for decades. Exactly the same thing is happening to all our countries. I personally believe for Australia, Canada and the UK in the next 10 years the Western cultures in these countries are finished if the leftist virtue signalling governments are not removed.
Identity Attack0.046159767
Insult0.04969218
Profanity0.01627459
Threat0.009929225
Severe Toxicity0.0031089783
Low Tox 0.11223003 Constructive 0.63 Fear_Threat
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture …
we can tell it's all by design..look around, the mass immigration isn't just canada..it's the uk, france, germany, austrialia, new zealand, ireland, and any other 1st world country. They literally have wiped out any culture the natural citizens had, replaced by ideology. Why is it mostly military aged men?? Who leaves their family and goes to another country??? Why are all these countries paying these immigrants, asylum/refugee so much money, literally almost 4 x what a senior gets?
Identity Attack0.07591068
Insult0.030265106
Profanity0.0147374235
Threat0.0070034824
Severe Toxicity0.0033187866
Low Tox 0.11212669 Moderate Con 0.437 Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. …
What a small amount. But its good. In the 🇬🇧 UK if a illegal imigratants marry a local citizen and has a baby. The baby does not get to be a citizen of the UK. Canada should be more strict
Identity Attack0.08252834
Insult0.026315894
Profanity0.012141321
Threat0.0074048014
Severe Toxicity0.0022029877
Low Tox 0.10653123 Constructive 0.518 Policy_Critique
Dec 25, 2025 3 likes Deportations From Canada at Their …

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.