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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: "Is this what it’s like …" 2,805 comments · Page 86 of 113
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They …
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They just shuffle paper and ge tnothing accomplished.
Identity Attack0.002330865
Insult0.06774519
Profanity0.014088398
Threat0.006259101
Severe Toxicity0.0011348724
Low Tox 0.11388343 Moderate Con 0.363 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
Identity Attack0.14019285
Insult0.031036375
Profanity0.020851927
Threat0.006977591
Severe Toxicity0.0038909912
Low Tox 0.11388343 Constructive 0.532 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Booming economy? I dont know anybody that likes Brampton. LMAO
Booming economy? I dont know anybody that likes Brampton. LMAO
Identity Attack0.008028535
Insult0.036545437
Profanity0.05268429
Threat0.0074954215
Severe Toxicity0.0033950806
Low Tox 0.11367676 Moderate Con 0.335
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm Canadian. Immigration is for votes.... Canada needs someone like Trump to clean up our mess. Too much to say. This might not even post...
I'm Canadian. Immigration is for votes.... Canada needs someone like Trump to clean up our mess. Too much to say. This might not even post...
Identity Attack0.03894114
Insult0.046764325
Profanity0.0138151245
Threat0.007547205
Severe Toxicity0.002155304
Low Tox 0.11367676 Moderate Con 0.466 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Identity Attack0.003884775
Insult0.061101943
Profanity0.014395831
Threat0.006420923
Severe Toxicity0.0015449524
Low Tox 0.11367676 Low Con 0.233 Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just …
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just like any other country, social class matters. Canada needs to be way more selective for some time. I love both cultures so it's important that Indian culture doesn't over-run Canadian culture.
Identity Attack0.1294935
Insult0.029273475
Profanity0.013166099
Threat0.0064015044
Severe Toxicity0.0023269653
Low Tox 0.11357342 Constructive 0.843 Policy_Critique
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water …
It is not like home. Here there is the greatest source of fresh water on the planet. The entire Great Lakes region is the primary target for 3rd world immigration. China is strangling the water from India. Coincidence?
Identity Attack0.09576365
Insult0.027476108
Profanity0.013268576
Threat0.010110466
Severe Toxicity0.0031089783
Low Tox 0.11357342 Moderate Con 0.43 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Tyler looks like he’s freezing outside.
Tyler looks like he’s freezing outside.
Identity Attack0.0043657473
Insult0.060752302
Profanity0.02433617
Threat0.007793174
Severe Toxicity0.002670288
Low Tox 0.11336674 Moderate Con 0.31 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Identity Attack0.033784978
Insult0.058475737
Profanity0.014156717
Threat0.006259101
Severe Toxicity0.0017929077
Low Tox 0.11336674 Moderate Con 0.417 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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...
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)
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)
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...
Methinks the Conservatives are playing Vassy like fiddle N'esy Pas?
Methinks the Conservatives are playing Vassy like fiddle N'esy Pas?
Identity Attack0.022590388
Insult0.06354945
Profanity0.020168742
Threat0.0072753434
Severe Toxicity0.0026893616
Low Tox 0.11305673 Low Con 0.234 Meta_Commentary
Feb 24, 2026 'We do know that there's …
I would not like to live there.
I would not like to live there.
Identity Attack0.017063495
Insult0.018001022
Profanity0.018734055
Threat0.018192071
Severe Toxicity0.0032615662
Low Tox 0.112953395 Moderate Con 0.365
Oct 2, 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 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Namaste Sir. Why don't u like us sir? We just eat samosa sir and mind our own business sir. Plz don't hate us sir because we love ur women sir. 😢 Jai shri ram 🚩
Namaste Sir. Why don't u like us sir? We just eat samosa sir and mind our own business sir. Plz don't hate us sir because we love ur women sir. 😢 Jai shri ram 🚩
Identity Attack0.04512853
Insult0.033570543
Profanity0.035649836
Threat0.009903334
Severe Toxicity0.0051498413
Low Tox 0.112850055 Constructive 0.521 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
when are you going to realise the globalist which the liberals are part of are doing this on purpose like all western countries. Like most of Europe, Australia and New Zealand. here is one example …
when are you going to realise the globalist which the liberals are part of are doing this on purpose like all western countries. Like most of Europe, Australia and New Zealand. here is one example why they want this, look at all fast food employees... big corporation in partners with the banks and government bringing in pretty much modern day slave labour with big government wage subsidies. Why not do some real work as journalist.
Identity Attack0.024198212
Insult0.04442204
Profanity0.013985921
Threat0.0072882893
Severe Toxicity0.0023078918
Low Tox 0.112850055 Moderate Con 0.386 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just one Ontario public college had in 2024. There’s no typing error, friends, this is the number and anyone can verify it. The last I checked, these colleges are not operated or governed by immigrants, it’s us who are in charge. We are being mislead to believe that the problem lies elsewhere. Colleges made money, the feds, province , region every body made millions. Where were these auditors for 8 years. This mass influx began in 2018, so was the entire government and administration at all levels was napping.
Identity Attack0.02439919
Insult0.0623257
Profanity0.01941724
Threat0.0072235605
Severe Toxicity0.0022697449
Low Tox 0.112643376 Constructive 0.621 Policy_Critique
Sep 28, 2025 10 likes IRCC Names India in Study …
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...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes 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.