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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: "Why doesn’t he know its …" 65 comments · Page 3 of 3
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. 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 Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly …
Most students enroll in pgmp courses , at Algoma university nearly half the class doesn’t speak proper English, everybody chat gpts the assignments. The teachers are sick of evaluating reports and assignments that they clearly know was not written by that student. Nevertheless Algoma has minted money.
Identity Attack0.007917541
Insult0.06494803
Profanity0.01627459
Threat0.005861019
Severe Toxicity0.0012588501
Low Tox 0.112333365 Moderate Con 0.405
Oct 1, 2025 IRCC Names India in Study …
Tim's doesn't even know what kind of restaurant it wants to be anymore
Tim's doesn't even know what kind of restaurant it wants to be anymore
Identity Attack0.0041992567
Insult0.06023245
Profanity0.019622196
Threat0.0061878995
Severe Toxicity0.0014019012
Low Tox 0.11140333 Low Con 0.192 Meta_Commentary
Jan 28, 2026 6 likes Inside Canada's Indian Invasion...
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent …
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent from Europe and Asia as well. But the USA doesn’t want this to happen, so these propaganda channels are becoming active. Look at the timing of this video. Keep in mind that the most brilliant minds from Asia, Europe, and even your own country are working for Canada that’s why companies are recruiting them so assuming they have no civic sense doesn't make sense . At the same time, you must be able to identify the moles among them. Trudeau has already given authority to an alleged Indian terrorist within his regime. A wise decision is needed for your country's growth
Identity Attack0.050671257
Insult0.039444692
Profanity0.019143965
Threat0.0074306927
Severe Toxicity0.002861023
Low Tox 0.11129999 Constructive 0.531 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been …
When you can be born in Canada, and grow up with a foreign accent, you know we've got a problem. The woman in green said, "When i go home" - as in India..... she's been living in Canada for decades, but doesn't consider Canada her home. says it all.
Identity Attack0.07012023
Insult0.026058068
Profanity0.011082385
Threat0.0061166976
Severe Toxicity0.00207901
Low Tox 0.09958932 Constructive 0.562
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Caps are not allowed in Gurdwara. I don't know how you wore it. For same reason Obama refuse to visit Golden temple as Golden temple or any Gurdwara doesn't allow cap. It should be either …
Caps are not allowed in Gurdwara. I don't know how you wore it. For same reason Obama refuse to visit Golden temple as Golden temple or any Gurdwara doesn't allow cap. It should be either turban or cover head with scarf. I'm amazed how they allowed.
Identity Attack0.024801146
Insult0.024124376
Profanity0.013371054
Threat0.0076119336
Severe Toxicity0.0017929077
Low Tox 0.07845957 Constructive 0.598
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Tyler you know that speaking in a foreign accent doesn’t make your English easier to understand, right?
Tyler you know that speaking in a foreign accent doesn’t make your English easier to understand, right?
Identity Attack0.010951365
Insult0.022577424
Profanity0.011611853
Threat0.006155535
Severe Toxicity0.0011062622
Low Tox 0.055768944 Low Con 0.296 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following …
Canada’s government needs to check also about issuing the driver license. because i’ve heard that you can pay now to pass the driving test even all this people doesn’t know the rules or even following all the signs on the road. I’ve never seen so much car accident and too much car on the road. Why it is easy for them now to get a license. We need to remember driving in other country is not the same here. Also even your credit score is bad, even your salary is not good the car company gives you a car easily with hight interest. Thats also need to be check
Identity Attack0.007806548
Insult0.027218282
Profanity0.013131939
Threat0.0071588317
Severe Toxicity0.0016307831
Low Tox 0.049336795 Constructive 0.614 Policy_Critique
Sep 30, 2025 2 likes IRCC Names India in Study …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just bad journalism. I’d like to know because I cross the path of many immigrants and care about them. If the federal government’s economic plans work out, there could be more demand for workers in the coming year, especially in and around Montreal - I also pay attention to announcements of companies setting up or expanding here - and this might be another example of the CAQ shooting themselves in the foot again. They seem oblivious that an election is coming next fall.
Identity Attack0.01374736
Insult0.02373764
Profanity0.015625564
Threat0.00666042
Severe Toxicity0.0012779236
Low Tox 0.049336795 Constructive 0.805
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Identity Attack0.006511623
Insult0.011958904
Profanity0.011048226
Threat0.006485652
Severe Toxicity0.000667572
Low Tox 0.027913637 Low Con 0.252 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identity Attack0.0036627878
Insult0.0072468747
Profanity0.009408582
Threat0.0058739646
Severe Toxicity0.00045776367
Low Tox 0.008921904 Constructive 0.529 Policy_Critique
Nov 22, 2025 1 likes IRCC Names India in Study …

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.