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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: "So How is Colonialism working …" 12 comments
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my …
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my country's well-being like a SLAVE!? 😒 The Colonial mindset still continues..There will always be people like him..💀 I am not defending Indians but without the immigration you won't survive sir! You in your Christmas pyjamas won't get any presents if they don't work for your dirty work stu*id!!
Identity Attack0.48915586
Insult0.6306599
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.22513679
Moderate 0.62702215 Moderate Con 0.481 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not work. What a braindead talk. White people are the minority? There are 1000 cities with vast majority of white people...one area it is not the case and they say "Oh no, canada is not white anymore". Always the same strategies LOL...Sidenote: Canada was originally exactly NOT white as european immigrants stole it. Period. Canada was built by immigrants and with colonial money from india.
Identity Attack0.55044734
Insult0.4986907
Profanity0.11725569
Threat0.011120236
Severe Toxicity0.023880709
Moderate 0.51869136 Moderate Con 0.389 Identity Attack Identity_Assertion
Dec 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler …
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler colonial state and still complaining about immigrants while going to food banks.
Identity Attack0.55044734
Insult0.41767508
Profanity0.14754629
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.483 Identity Attack
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you …
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you all call in the spiritual world, Christian world calls it spiritual warfare, fighting demons and devils. Smh! Crazy work.
Identity Attack0.3072352
Insult0.3416952
Profanity0.14930901
Threat0.100830056
Severe Toxicity0.019095084
Moderate 0.39441586 Moderate Con 0.417 Moral_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
So How is Colonialism working out for you white folks now that you are on the other side of it. I am not Indian. I am NDN. I have suffered White Colonialism all my life. …
So How is Colonialism working out for you white folks now that you are on the other side of it. I am not Indian. I am NDN. I have suffered White Colonialism all my life. Now you white folks are beginning to suffer Indian Colonialism. I really don't feel sorry for you.
Identity Attack0.40158966
Insult0.1342682
Profanity0.06796519
Threat0.010369381
Severe Toxicity0.012703998
Moderate 0.3389984 Constructive 0.578 Moral_Argument
Oct 1, 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)
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
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 presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
West Canada is a Chinese colony and East Canada is an Indian colony. Chinese and Indian have worked for English during the last 300 years.
West Canada is a Chinese colony and East Canada is an Indian colony. Chinese and Indian have worked for English during the last 300 years.
Identity Attack0.1007269
Insult0.023479814
Profanity0.012448754
Threat0.0061425893
Severe Toxicity0.0022602081
Low Tox 0.09394901 Low Con 0.277 Unverified_Claim
Feb 22, 2026 Inside Canada's Indian Invasion...
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

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.