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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: "They are not indian they …" 4,309 comments · Page 157 of 173
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better than everybody. I think it's possibly remnants of living with a caste system, even though it was supposedly banned I think it's still a big part of their culture.
Identity Attack0.10815793
Insult0.030595649
Profanity0.050429728
Threat0.009307829
Severe Toxicity0.0045204163
Low Tox 0.11336674 Constructive 0.67 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Identity Attack0.10221587
Insult0.029383656
Profanity0.043165036
Threat0.00933372
Severe Toxicity0.0049972534
Low Tox 0.113263406 Moderate Con 0.396 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Most Indians get to Canada,but when well established move to the USA . Inidians move to Florida,Georgia and Texas .
Most Indians get to Canada,but when well established move to the USA . Inidians move to Florida,Georgia and Texas .
Identity Attack0.1444726
Insult0.025026767
Profanity0.017845914
Threat0.0070552654
Severe Toxicity0.0030899048
Low Tox 0.113263406 Moderate Con 0.38
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
We could always play cowboys and indians.
We could always play cowboys and indians.
Identity Attack0.1007269
Insult0.030265106
Profanity0.028776871
Threat0.011353259
Severe Toxicity0.0045394897
Low Tox 0.11316007 Moderate Con 0.31
Aug 26, 2025 Why Canadians Are Turning Against …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
Save Indian Muslims
Save Indian Muslims
Identity Attack0.109318495
Insult0.024382202
Profanity0.031391226
Threat0.020091362
Severe Toxicity0.0063705444
Low Tox 0.11316007 Moderate Con 0.329 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
I know a non Indian guy, he speaks and acts like an Indian when he interacts with them. He's not mocking them, he's just got an ability to mirror them. It's fascinating to watch.
Identity Attack0.1035157
Insult0.032028005
Profanity0.05243378
Threat0.008945347
Severe Toxicity0.0036811829
Low Tox 0.11316007 Constructive 0.667 Personal_Narrative
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Identity Attack0.10815793
Insult0.025155678
Profanity0.023106437
Threat0.008336896
Severe Toxicity0.003643036
Low Tox 0.11316007 Low Con 0.3 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
Identity Attack0.10221587
Insult0.034011267
Profanity0.033144772
Threat0.008039144
Severe Toxicity0.0044059753
Low Tox 0.11305673 Constructive 0.604 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
I once saw an Indian dude cutting his toe nails bare foot on the TTC. (Public Transit) letting the toenails fly.
I once saw an Indian dude cutting his toe nails bare foot on the TTC. (Public Transit) letting the toenails fly.
Identity Attack0.08666438
Insult0.02618698
Profanity0.030389199
Threat0.045572113
Severe Toxicity0.0048828125
Low Tox 0.11305673 Moderate Con 0.443
Jan 27, 2026 824 likes Inside Canada's Indian Invasion...
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Identity Attack0.11744241
Insult0.02618698
Profanity0.017504321
Threat0.006330303
Severe Toxicity0.002708435
Low Tox 0.11305673 Constructive 0.571
Sep 19, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Indian in Canada❌ Panjabi's in Canada✅😂
Indian in Canada❌ Panjabi's in Canada✅😂
Identity Attack0.10221587
Insult0.046178754
Profanity0.026863953
Threat0.0076766624
Severe Toxicity0.006942749
Low Tox 0.11305673 Low Con 0.299 Identity_Assertion
Feb 25, 2026 3 likes Inside Canada's Indian Invasion...
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
Identity Attack0.10221587
Insult0.028281843
Profanity0.020442016
Threat0.00933372
Severe Toxicity0.004634857
Low Tox 0.11305673 Moderate Con 0.324 Question
Dec 14, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton …
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton has been indian for quite a while.
Identity Attack0.09245483
Insult0.04207976
Profanity0.02474608
Threat0.0074824756
Severe Toxicity0.0029754639
Low Tox 0.11305673 Constructive 0.692 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Indian metropolis but to the rest of us Canadians it's a place to avoid , what does that say about Indian standards?
Identity Attack0.105256535
Insult0.027347196
Profanity0.013985921
Threat0.0070034824
Severe Toxicity0.0025939941
Low Tox 0.11305673 Moderate Con 0.315 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
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 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
At least 3 millions of Indians are arriving now to Russia. The government needs a workforce.
At least 3 millions of Indians are arriving now to Russia. The government needs a workforce.
Identity Attack0.109318495
Insult0.0233509
Profanity0.017709278
Threat0.008867673
Severe Toxicity0.0035095215
Low Tox 0.112850055 Low Con 0.239 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians don't pay taxes ?
Indians don't pay taxes ?
Identity Attack0.10699738
Insult0.025026767
Profanity0.01846078
Threat0.0065956907
Severe Toxicity0.00289917
Low Tox 0.112850055 Low Con 0.259
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wish all the East Indians were like this guy.....
I wish all the East Indians were like this guy.....
Identity Attack0.1007269
Insult0.029273475
Profanity0.022559889
Threat0.008336896
Severe Toxicity0.0038337708
Low Tox 0.112850055 Moderate Con 0.445
Aug 27, 2025 Why Canadians Are Turning Against …
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...
A lot of those Indians brought a lot of money and invested in Brampton.
A lot of those Indians brought a lot of money and invested in Brampton.
Identity Attack0.10409598
Insult0.028392024
Profanity0.027000591
Threat0.0077802283
Severe Toxicity0.0032997131
Low Tox 0.112643376 Moderate Con 0.326 Economic_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to …
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to Canada/America
Identity Attack0.10221587
Insult0.023866551
Profanity0.01941724
Threat0.00713294
Severe Toxicity0.00289917
Low Tox 0.112436704 Constructive 0.566 Policy_Critique
Feb 22, 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.